{
 "metadata": {
  "name": "",
  "signature": "sha256:09938f67b37e7afaca1cd57f02c845db97abd0d1dc805a561dea1b018b8be678"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import numpy as np\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a_0 = 1.2\n",
      "a_1 = 10.3\n",
      "a_2 = 2\n",
      "\n",
      "\n",
      "def f(x, y):\n",
      "    res_pos = (a_0 * x ** 2) + (a_1 * y ** 2) + (a_2 * x * y)\n",
      "    res_neg = (a_1 * x ** 2) + (a_0 * y ** 2) + (a_2 * x * y)\n",
      "    return np.where(x > 0, res_pos, res_neg)\n",
      "\n",
      "\n",
      "def df(w):\n",
      "    x, y = w[0], w[1]\n",
      "    if x > 0:\n",
      "        return np.array([(a_0 * 2 * x) + (a_2 * y), (a_1 * 2 * y) + (a_2 * x)])\n",
      "    else:\n",
      "        return np.array([(a_1 * 2 * x) + (a_2 * y), (a_0 * 2 * y) + (a_2 * x)])\n",
      "    \n",
      "\n",
      "def gradient_step(w, ctx, step_size=0.1):\n",
      "    d = df(w)\n",
      "    update = - step_size * d\n",
      "    ctx['update'] = update\n",
      "    ctx['gradient'] = d\n",
      "    return w + update, np.abs(update).max()\n",
      "\n",
      "\n",
      "def moment_step(w, ctx, step_size=0.1, moment=0.9):\n",
      "    update = ctx.get('update', np.zeros_like(w))\n",
      "    d = df(w)\n",
      "    update = moment * update - step_size * d\n",
      "    ctx['update'] = update\n",
      "    ctx['gradient'] = d\n",
      "    return w + update, np.abs(update).max()\n",
      "\n",
      "\n",
      "def nesterov_moment_step(w, ctx, step_size=0.1, moment=0.9):\n",
      "    update = ctx.get('update', np.zeros_like(w))\n",
      "    d = df(w + moment * update)\n",
      "    update = moment * update - step_size * d\n",
      "    ctx['update'] = update\n",
      "    ctx['gradient'] = d\n",
      "    return w + update, np.abs(update).max()\n",
      "\n",
      "\n",
      "ada_rate_inc = 1.5\n",
      "ada_rate_dec = 2\n",
      "\n",
      "def adasign_step(w, ctx, step_size=0.1):\n",
      "    iter_ = ctx.get('iter', 0)\n",
      "    step_size_ = ctx.get('step_size', np.ones_like(w) * step_size)\n",
      "    update = ctx.get('update', np.zeros_like(w))\n",
      "    prev_d = ctx.get('gradient', np.zeros_like(w))\n",
      "    d = df(w)\n",
      "    if iter_ > 0:        \n",
      "        increased = step_size_ * ada_rate_inc\n",
      "        increased[increased > 1] = 1.\n",
      "        decreased = step_size / ada_rate_dec\n",
      "        step_size_ = np.where(d * prev_d > 0, increased, decreased)\n",
      "    update = - step_size_ * d\n",
      "    ctx['update'] = update\n",
      "    ctx['gradient'] = d\n",
      "    ctx['step_size'] = step_size_\n",
      "    ctx['iter'] = iter_ + 1\n",
      "    return w + update, np.abs(update).max()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_convergence(x, y, n_iter=10, color='b', step=gradient_step, tol=1e-3, **kwargs):\n",
      "    ctx = {}\n",
      "    for i in range(n_iter):\n",
      "        (new_x, new_y), change = step(np.array([x, y]), ctx, **kwargs)\n",
      "        if change < tol:\n",
      "            print(\"%s converged in %03d steps\" % (step.__name__, i + 1))\n",
      "            break\n",
      "        plt.arrow(x, y, new_x - x, new_y - y,\n",
      "                  width=0.01, length_includes_head=True, alpha=0.2, color=color)\n",
      "        plt.text(x, y, i, fontsize=12, color=color, clip_on=True,\n",
      "                 horizontalalignment='center',\n",
      "                 verticalalignment='center')\n",
      "        x, y = new_x, new_y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "x_space = np.linspace(-30, 30, 100)\n",
      "y_space = np.linspace(-30, 30, 100)\n",
      "\n",
      "xx, yy = np.meshgrid(x_space, y_space)\n",
      "\n",
      "plt.figure(figsize=(12, 12))\n",
      "plt.grid()\n",
      "\n",
      "extent = [min(x_space), max(x_space), min(y_space), max(y_space)]\n",
      "objective = f(xx, yy)\n",
      "plt.imshow(objective, extent=extent, cmap=plt.cm.Reds, origin='lower')\n",
      "plt.contour(objective, extent=extent, cmap=plt.cm.Reds);\n",
      "\n",
      "n_iter = 30\n",
      "step_size = 0.01\n",
      "# x0, y0 = np.random.uniform(low=-30, high=30, size=2)\n",
      "x0, y0 = 20, 20\n",
      "\n",
      "\n",
      "plot_convergence(x0, y0, n_iter=n_iter, color='r', step=gradient_step, step_size=step_size)\n",
      "plot_convergence(x0, y0, n_iter=n_iter, color='g', step=moment_step, step_size=step_size, moment=0.8)\n",
      "plot_convergence(x0, y0, n_iter=n_iter, color='b', step=nesterov_moment_step, step_size=step_size, moment=0.8)\n",
      "plot_convergence(x0, y0, n_iter=n_iter, color='y', step=adasign_step, step_size=step_size)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "adasign_step converged in 014 steps\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EDTJqq+2sKztVSF3/OpRb0VZd6d4DuMun820jfVzRM0K9Xz022vkQObQ/L3HZvCFLKDkR\niUNpHv0/9wsfAO1+ALGCzLaTzI8eho8mKFsQrZ62DcAuzcw7Dmkaq0JxBUZKK6F2+uRAbH9Lb7gM\n1mYF7Gfh9eG7K42CfFeG/0rwQY5gIuFSI39Zloxjut1AG5K+BnJPYR9mlFUBpLIsC41ZLfQkJMie\nBcr6u7Tq3FPeZSO6Z3CXjR0rqgXHeus4s22N+kadH11fiDjtK83bT/ctbo/Yyzn+ZcCu79Oafy0P\ns4/LreP4l5brrhdGvkI3SRjNQYaN+qlAJRRHuBa2uXqdKevhtlur9HPl5AGZwpZp7TTibLzuahjZ\nsQJQGuUQZRcLayu2uwjGgK9/vwZ21+PTm+BYAbPJ17GWZqn2NSidDZBkpRN7bimivXgA/ODby/Pb\nWL/d5sp7I52tuHk6Xs+Ajskysi1uUya/n0B5BHUOoD5DsfE4ERDnanESFnJcmUfkc63xJiORtcml\nBW/xF8JB2HTc9nKlWgBjpc7NXTU4vCn6rKG4WR8dpuCI22fnz6GWXmZWWSapMONaFRME8iUJSK6A\nbN3mNhrrthB5CkCXEJVf/JPt3gXbVw6gsEWdwwhfZyrb154QlfUt+gxCP6eMaQ5l+6nu5PNVgTfs\nsMGUWHs9A6iu7Mrj0G/5p6srUCwBl2SakLAop1IPCbm5XgJ4WbkFXKc4aQdIwbZpO8yPicyRkwfk\nuoTH1gEvL+nOK8Lif6gCyy3pOsDtb2ZAPmoZhu7VDB/kGigPma7bfnRVrSs7VzTQ8+FSpxs43twH\nLp/ONGNMOxDvvE158ju/b/sgz2m2kWUOysGX7Q7AMZBBd2q2AK9f+Itv4t/5wAN4Fwtiz0C7KMBV\noDcOnnYeKy51MT4w8ch0ZK/qylQSNrS+FFb0CwMjWUbzhcSYS0Aj+zmc317KiAJgnSh5HCgz+cPr\nS/zyJq9E2j7D019EtIC0CGNwnvOxbc9gg7a2gYzzXMQAKHMdbAJhAXO2MGvwIOwv5A5IW9TF0YLI\nf3J73dXcNRz2HNjU7WPVOdr0x9dX+Oh6Y7R5HBdc2X6QkyJX+Ru7li+f9XBlXx2GVToBj7EFnRGn\nAJfFizD2nKnBLjfdBHCj3TlUW1CrbSt35JDA7Awb5srJAzLxBxTJf4eOeVb2UZsbjAG7m3xJ7yjC\nJx7s32oNvP3UTjpWJQ8Y8ifW8FVcB/MqjjRonmRWJhVQsYEArO/5lfc0caJxfarqD90q28jbvFm4\nLiPdTb09eww4Xgrel5Y5kByXWyMUU4du1HOQRBrtSjHL/SKYUgfB2lqoTiXzt2DTKofiFlRUxsYg\nXS0NNbweWRdYHEdqpD412nYDtuLX2BzLSCKVxMtmG/AwEzCZbZQTCkh2HPJUWepRU6+vBmLZMWtt\nEc8LSKy1haWDMmB5gIb4hSS6Z+iXBK0V572qs7huYdcYiZtgvuRkXis+aRPtxvqn8P9mB/oxUYBw\nLU5v2RYupgnFTp0ne/U14OAr+7CwQwB4e+u4wh51ffUTZMhlpFavOXLygAxA3j1BlhjyeGc1wwSL\nTChx6EMhS7la3MaqWL8C9ls8/vDMHSyGYHJaxkq0dWVniuoMvivUYEyNJPzXjYuwenzobhBFMDXi\nKkJUrh4vDadz+ubsyzYC/k9RJkGyS+lf/Ru/ALr+Fhz5D4Z0Xb2OdX/kIfeLEXkYPSRI0SANjQxF\nrbQqea76hIYL+TEKknEhqAA5x/NADu4Kln1cniWY8DNQFw2Yn7y4Z5bVwsvahCHGaQAu66zDc4u5\nYIiVZ2x9pcW6JqXxhQ5ntV+lLTi8MuVWH+K2O8R1q31KF18QtPycLXD+2HrDdDJQttoPqLpvxGuW\ndhEBu0/UjVlzERgG5WAdW76uQrGCzkKHyOeB1czDLmLOQ6Esl9MTg2MF5+XqsbQhl+OGYV+B+1Q5\nfUA2BtrFhjyqHB+qloKLhR25VCHzdQs4n2hPeEkv551RH51l9ARkNAFOMuewazIuL13ch7ua6V4x\nxw7Rt5cGSDXKzclrRh1gy2L6blimQHIcSbsu/AjRDc6z8wpwiVWW/6/I5/QLTDkPUM9nlVW1D2FA\ndBXAqTRPjqsgppEvA7GeHNS3U+P5rJ2mK/OFKtwCGZqqXy40LCKmqNCnyrUgUW2+ofIkTLbzhHxD\nEwFiRwyF2m0RwyIoKpD3ecq2SDYophyaVEQNscYu/I1b0yVwdkD8kiD/DLcG5x0yKJsfZam0u/U3\nG8vaT0/YgOI6xTCqHdd2w2iAJS+HHztln97OTUw2ka9La+u44qU6lde0hXK/GNR3ACGfPCD7B8PE\nGk4dF01gO0CIgN2RvqS3pBBlxtX/atKvgN1W+SBThu5beRHRGmlURSxzhI2qAZY2f3Mf+OF3h9Md\n3G52flJH4/dBHrLHiB/lpzQ2zxH0nZqMgGQXBmznHH77n/9L/IOfXwNEwcViuK6lT3Ce5FS/0kZh\nSEuDD5sYxYGbykGo9GEecS0qkBz11ZpHblVHKg4sjotTcVTkKfPpCQWB5yzgktvBwxzw/129jU9e\n3LNhLiQyoZzEnyacO1UBC3plW7MdSCzYrORj6AUuvHVsiJZQy4HXqVxFW1iwTlC5NEAacB1B3pV5\n4srjnhnqAPzx9SU+vr6wXTUCaMe9nAX4Unl9BByrF+BS+yngLOsldYpjV04tYvtSqJawhWS7lsd6\nu7lydw0N2dG9IsGrs/NpQNcAn9NW3EYMKNbAPEdOHpCBCRMADXeHgvJc6QjYHjBtOUSODQYBkEe1\n1U2A8iC/DQGcBdfxYEHbL+4DtRXkpZsoTRAAUOsHbh2zgCGnAMd3UQYhOQxTDqC+8z+bdp1f5Qou\nFnpXCq1f77mb4yCgw5fGhlsG0dESPiInUC78LxS4NB+JBvVI88vB1ygHiM3IAKsA5RKIh7e4a00o\n7NVkrZHCJbQei3JVmdknSlF5YrgFmqECJQBK/LQA31iUH5wIaI/sOqiycNa+JYzVdrpWsK6uRbWs\njHhGO+kJSnuiwz+GEu8T7qqxanxBcMfqyP/m57RLbaLLtevVgGS2cmy5sHBY1nBqg7Lc9aQAWmYs\nv2pT3CF43hKOw53m8vOp+kJgYcc8OX1AHjsOigfLiEw66ZLjbcvF4ibkWKu4Ued+7/dBPilGoYY9\ngxR93LqsNsB+5/9V4Xx5A0qNuZ6TvqJnaVUDuQ87ATie0+dverW5vhzazhco8dUP/SLcj/4cXS9d\nLPhKsrVqCjQYVEXI4RrgI6wAFT6QUwR1WWbKQ6pcudTE9FSaKHRfS79IFgqr+1iXu3rU8qQ4vsKn\nJhTVl9tYGN+J41P37letr2NhCcTcPrFCquEqtjsDff2LQgGNsSx9i1v6DXtrYG+2EbOvtKMByuxE\ndEXVT0VZyDt2mBMao74c4j6+1l9AzOAdXTW45gTOAFaV7eh2cR9nXmsy2q9SLw2z5SSGwr2TW1JP\nLKQvtNQvjl3u79bLdzwDv1+4O0RzxwurXMNWXhvh5tEA8Dly8oBMvMaNVGUQNaMHVR0yZnZ0OrtY\nWK4PAqBr/wyJq8dCfzvLrUlhj54wkEp3xApcGNu7WcUtaMKwqjGF6TQLwqwF2GPiZuVpyG24Ykx6\nOY9n889C6jr/d9WH27gc0sxVUzZ6jgNl9VO/BuLwH9MVIaSw/IAt0CwgqNFEdb9qnS5oNSpZc7/Q\n+8/yQgVUsHbKQz8vQUJDdh2QaWK8/sxwoVNMRIogEPMXT8A8AMrycpar4Kqa9fLZZCGHi56j4krd\nBBT+ujLdACizc1Ts4+m033BNZwxUt4VRdraPx7lQxh6A2+eWIfj7lm9Hx8F5BwoALXe2ULeaUa/i\nNi2uBIWMKa1Rn3isr5GwwclrIu4LpU/sa0yy3S3IFmEKeiX4Nr4OCBzkXgHcAUCexcetRpkbN0Vm\nDoC3IlPqvMqAXPggRwA95OXBg4Xs+lTDxnScw22nTcO9wiqL1N+p5aUDY0IQ5MkXv4THv/Z3qvET\nSpmZZk7cwjfvbfopz3lGhNHs83/2z/H33wV0vf8hV364U9YpuybYZdVawAliycBWArGGcV1+CakF\nJAOwRtehJiK9RUBUpZQv5n7BgD7pS5UZ3vYtnv/e22/jb9/LO1nkx5bxARSWuYDXBB0u6cjuFsSu\nlYJKsmzMYG61amAQE7yyPonGXG+Rh5UTf5xIgJcA14JXEnllHWSEto+vGmeYLPUJnSriK8EHOevJ\nNRcgb0G0Ar09wpfjw68TBKCDQ0eENchvKYfGx09Itpu2vz6hIAHXfMJTADGvQ/gPv1XEFXelHSmH\nqrt+AVgckwzjkJ3B16k4dh3VvXIIip0+IAMYgchZSJ0MjoER6uI/pWPOGDpl8LvFMTrJWBt6voNF\nI/Oh4HFQdjIPc1gDik1oPqD8KJt7cD/+wbI6ZyQRI8aSNpjXe2r6obiZ+uqZZuRZWKY8J/xbeoDz\ne7E650Cr3qvp2OpmRV9a4aoRUJE+/sdVgbO9TZwr8vAVnqI8sm2vv2iXddfy6BefctyMLwzy/ZY1\nhJEsaxCUyf/IyMNiymx6Il1ZFlhbUM6VkpP8CZuygU3XCEJpb2GfGk5LfVmrpUvrS6kZ3Es7Sn01\n+1OYuI4yzimNVp3t/pL1KVIAX5UVumJ/L+pkl8n17RywzR/gHvRv3rG/pf4IjvYkKdziNhBr++K9\nExsDZf8owiAnSemLfrxdjXIlTPu/EpzDjhg1fY4dH/CovxuAfMAMoCUTh/UJignjfZBnlHgTK19W\nEczF4vGHP3ikQi3gVidUSWdnmGeG+bdm20B5F/eB73/LKKCis2aPNqiadVinXD0eUzYPO6B9TwWO\nT4CPAUyD5DD8vfbhvwl860/Q9R6M+lWH/XYfUhjen2HU5EAy/plKzMQSHOtuEGFgLiAFufmdGrjZ\nUlYNVOpNZVN37cXEgIy27aBq86QvpVkGaugGG6CZ4X/n/j2ZzTSdt99wu+cwqvxqwMMNGzHexSIG\nWK4eqSymV+urXkOqpal/VbAK82CXRN4GImfNF7mm75c3F5VfQ0qXDUIGNwtELWjOeTPYuvB3zysD\ngJyfLK8AdJ3fUaP8YmAs0568lPdjaZNpb7j4ZE1CW/ULndDe91rmjW3F/aO5jY7ZwV2KNBQfgo8n\nD8jHZEE9a6qFTZaum+aDfJs/9SYbRoStDB/ko5RvQLDZRDVQXOQqluWIILKTRGCO5/0K6Hpge3W4\nDYUZBsnP4sXKxZ/dhJWMJwHHbZW3IyOJtQsjfh98kHvCbgc899L9MCd32O+d/Lvb++NdDrPmdEPg\n6QGsbLg6uDozXgyeFAZuAW1OdL3WSq+0vXZRbfADIX+Fb2yekLEaV90vD21YNyF5eruL1ePQtto/\n3NfbgmRKx9ICiPDEaMajOaV3LoVrF4tUJ12+k3ooEpuwQ9pogZnp855MyNdVg21OoeplXNJsP69n\nzBP6VLW/t8DQgk2pT1duB8tNI4AzUVpt3iFuQ0dpO7oC1g37eN05DKc4Gmg/wP/aBd7uJO9xljad\nKxCOfz0sOyONHK/4XOKZBuRjyhgmnKfYfOIN5xm1mnjDozsvrl8BO/++rfRBnqM3ArACYdMAIw0V\nB1bkXOPKw/SX7HS1Mjf3gKu3Zd6CUIbqb5wTM2xGdUsf5FaxvD3mQukJwPEpTEQtif2h8cwguAA8\nDp//0z/D4/veB/npFbB/+pZP04Uv6xGBOr+qtFr3Pqz3cUSkANrB7ffifL/bV3xyy90fcpw2n8r4\neKJgCGHQ8/8v8wHtxymHKQnbuWAbakvA0Xm4jXzUNVdx0XJjyeD/pbee4lP37xd1qLXf+HYvV/vl\nqnF+/sQmy8CjYdQG0bhVnQ6PcS4VmvVWmqICnRx8IhCL6VPbPmvigFJfAYdKZwqPTRZs+vLVJT6x\nuVDwb2zzpycBDNZqkMxwuGzbCvxZuuLqMc/RwX/efEVAhy7ZF1eZrS3ooPQiwrAzVqHZOVRYNJ6D\nLU9TgDhQ7Koh3W/ifcZ20VANxq/dIXL6gEz21jtLiJ651MImyxxA5nn5v5uUoeL6FbC9XqCQCtTW\nVmXTeQ2oj3AVi+wNMNbwTCy8eEFvrF1WW4wB6QX6zNL97ibh+E74Izdopyq+P3EA8cDrV4sAv1Lj\ndg67pH5rhBGoAAAgAElEQVRXaHEA4t7JCah7wmrV+Z9p46erCQGeHfb7fVqB3u/32G8zYLfML3x5\nYzgbEQViCHCzddcfqwz+NCTXQJhDaBHnKnEcXLU9JZVpOAOQJipFDVIdCzwacGeReYpVZ9auomVF\ne0eIKWpiQ48Od1GfunKu3C2DXSob9oi3Fq/LuE99AwxQDZCMIGp++a5WP8ojj3Hlwn8rW8exEw19\npW3ZPguUkyqS9Y915fpznTxQ7hCfDXy1Wfo2R8DWbhqyLqH9nGw/E6rFcchHRj5nXwcX60OyXvFX\nIxfbyXh08us/V04fkI8oFUxbQPEBgGzpOhXpV2m7snk+yAMAnAJrEK3SVZMs0WZUHoq/vPx6eXRx\nH+7yLZUmPi2NMkwzdLuZBk2S6upx0d+oEVcJM7LacRPhuJlnwJa2ITcs5ZA4KOElPXLAo49+CPiz\nr4R9kHM/lCuYtv408O4d3L7xmKIMch6cgX5FWHVrAddpNXoX4HkngTpCtPmCmALlhAPEEEHZJ1bS\nGnAqIZmKI6fzoA7CKc5qV4uCTIU536cf3DfsZ9nEopAE31o+ncdMGypRAA0BpF66MqEnEEoTlCME\nKeoRiMvtBATcWF4q+ZrLF8T0XWSeF32Mx5cYWgPwePwrFxcF0Gnw1mCr0yWI5ZBr1HsMKAudHMKN\n+43d/Sksu1u4ZAchu2hsSO6kIV4IZBPzWj3juTyWteKPdQv0OSwnHSJ9vZWe+W3eYtWPIXqmVQub\nLBGQT4htR0tr1mDuYrFweaROmr7ItQY+4CoaHFsPaABjvOs394Aff9+A6rnGqL81e5fue7P1TYTg\nYaquRN0VOOZlT3yukXexiL+qxRXk9Du60Dqubk0f4r1/RWi7bbxwHFeje/+36zusNv0wREeA3u3S\n6xqWT3DLPhlX1je1RTqQIOT07+BMiwx21Ty6jNz+HPZR9SNu+x5X6lXkq+dhXaOokwZbnrOAQ/ZI\nLdooxKUVVBfhT1FP1MeAtwBNXkbIV8AmkbCvsLd2fZAQ2wTlMjyEGXCds1j+6sYkpKJvjH3SQmMS\nkLtaiidmXzmhkVvRaTsc/G9PW9aQXfjXE2EdfJvTSjP5PZu3Sb81cSknNeX7B3mY5Dbxv0j1Ze2U\nupn9zDuEHk8ekOeMI7ct1HVpIFtG4YCepd0xaqr6/gAf5AYQaQiu5h8LSBPbopqcAW36W0lcC19f\nZB9ks9AKdI/mx3mEnHyQh37WT3+MdGbeAfur+QYy3Xm3CkumPNzypw0+/40/w6tdAOQOxfXxEOIm\nPTdLEOWQ5VSctMv7LlsOHSF/xyG6Q7/qsN4EgA5fA0zuHOGlwv0ur0bvd9aK6IB9DFi9lTKPP/MJ\n7BVZsMGbmnk05MiTbGPM87tvPU2ryHPbvWpfIMtqW1gQDQB6eziAgQyrllIrw+XuFQneiv7J6sWa\nSQJQzkesFPPlN20vKehy0kZhQ6VOQjcDtj+4vPQ7WVT0aZ1D+kr4buvjOrm+dG7oE+3HdKQVZ6cg\nuWJ7fBkwnpPzezbHrwTeC+HJNUP4NdsfUuFDLJ/I6TryvxT6RbRBZS/k2QZk3DE+JoLb3+Jnpo8p\nxZf0JkDGTfJIeiCPLfRIxq03vr3cfgDwmA1NAG5EjfBfHdR3IxdpYTi+8zIBkuN+x2E3C4ouFmlT\nXTUsNppt+KWvcqgc8oNtlbXfOWDnsGP7uzpmSNcT0HVhFZrCKnSXfKS9DuYLvduz1ei9vcpX2Kdf\ndiMWZ9QtNeHwXtAa0GKkuCIhvDN8kKU+iaaD9jm9Tpi3dEva2HmtrKbfbqNxWz7Qc9rd9sWm9N/q\nNYZsuVQXfh0NfUj5pOYE+Mo25tXE7M+aWhOKIizCMouQk57x+jT0yjzlxCDlJwnr48siv4oMl90s\nHNIHTtYBmgFk1wyHAM1GvRSwW+XzPH7YzG43Ldvnyh0A5Ds2OC7pf3zrQvkfgW3zRnj84aHVY+O6\nTYG/STZO1WelY0BNQ2lHyuZ+ZfW4YcKhZQIlrRjqzNXjpeo9WW76Hj+1Z8owJMdHinPAo499GPuv\n/D6oJ+GDXL4lV2jJJdagK8apL12lYbuRryYavKxItwfcnuGzGuCJ/ISgIw/MwpWDrULvd3u4vcNu\nl+E5rk5zSJ3m46vzKRiMxxpKKL71LwHsVx/mHSxsOCTTRrlqLMwz3FPyjCGBg+pmyQ1CKKzPNKb6\nQOvdNaw6tfTGT6treDVB2BByUD6o9U+P+Otk7H/NhgTngE9u7jFr5D3hQ0hnNW/Dog6UIwV8D+jT\nEM+h1/+xWg/mqrHoy9JcFuaMSSGJPhbv4Z1zuAo2xI+drLsOFyFvhGb+MmBUzIG4nPQYH3lpuN0c\nIncAkLFMTW9KnhlA1hBB3sVi7Op4etAPwOihUvCxYXcto8nWy8ETbe4B1xVA1rbwv7Eeg6bE9I2E\no11Ppta7SfgTdI61fQlZQJ9+cltP8oMU18QlQqLO3z/SB9lSqZelynRVP9g4SOnlHZYvpR6sN3sZ\ny4TkWGT5wzLP4nZ7v+8r20iHmxfhmaIv9KoD9fmlQu/zzMA5rETvtnJHjrwCbIBUuDdbLx2WoMy+\nt2YCsX0Nchxr7PhYKMqAWkXjZMfsVNfbXxenFIFdE5TXpDLEaR9ovbLM6zvcFtlob14de2yIgniE\nlquKZJfF02qQ5QDJ6mm95FdALD9m/aQEUom0Q/qEXQW4Zg3FncXu7wI2m+XFXxrY/WkBujinAL8O\nO/arCt96bkP5Qyd66zluE4fhoRdLlwDlkwfkO/fr6jMDyErix0+Cb/WTb/w5Hn/kF0ZmpvzvKBd0\nDpjFdEfsYJt7cG++MWyC+GvYUwQ14Hlk+z75nd9r7IM8p00WbEdzorOI0mWyFNeskn7yY2Doke5d\nLJ587U/xOQdQcEHwLhYahpVBpuoa8LDhesTjjL8QBFjpKf2XQ3LJy3xliFTuGlvzvVAddtfxrPSI\nztvaeVeO1ab3q9H8ZUK18sxfKrTqXAdlx0BZtufvvPkWPv3ggaGvdOWolcUBNuEKIzjeFe2VYwXF\nmgxZGWUNhyCZTzY4iJZpZZ15OANoYl9eC3Us+460sgRiXrNcd+7PGqNSn+JzhZDgD67exic39+TO\nG8gXaAycJfviY9zJdMT+q7eiKyYC/JwlKsvPIRb0j9qbWJTHfIrJyMv0yZJz+zrkrediPTtX/zrg\nDnLbudrX/Ky2mSsnD8he7hBwPquA3K+A/W4aU97o5EYVNnrlNMZPST9S1veAq28PlFspcwkTam1g\nAXdb0QLGWHqGCHQpWRCOp+qY9SiwM1IA4eS/mlaQYx6WnUttScyEMKPc0Y80UrpE4TKZRTB6vy8N\nTqa2+meNC3Fhn+jdHlvLrPRBlQ5dT1jHFejgypLBuYRoF0d8ZMCRK8oSnroumSTrwprAXH1VXBtJ\nS8O5AOLwHwnzlMCZonUEtVqLzM4T+oW1Td149xWWRxwxOw3RfK+hLaUL7cVdGlL+RHN8q7pYpwh7\n8X85r2OJamCZ7LPmHhGUjV4sSzLuAXWdOdjzK6lBufjUM58MiPJ5umCfqAOJtKksoU9DvnY9YnGU\nvw4Y+1x8D7knue1chOUdslvHmAnKFLkTgHyncPOZBeQ++R8DNGH1+CaF2MMhBw1lyccLghkRsNoA\n1xM+MZ3K139ROcd0+8MAUKweU3EwLGxAaRs2QU7BrWJJExaD5NDYDnj08Y9g+7u/k3yQrY9OSFVx\nOSePWpYvKKDhhoeH1IN1YUNx6BvDOz6ofOG/1dU3TRs8D2+Khq2mi4hz2G8dgH1af+a2d733dxbb\n2fVd8RKh9H/2rhwcun7t+YdtOxJUUmFDhNiyigoljWFIX0OCY21ZnVUlW8b1Cw3EZKZv5Ul9hpBX\nBxPMS1/TwqT0TMppUgkOqfE4rMUEFL/MFtuHyrnlpy64D3KETX0VbNvEHNDJFpdXb56+or5lLXNc\nmviU+WqQn+wjV7fLWfkj5KuJTxyuNayz46jHwa8iR++qCM0rAJuudM/YuvwxlENo7PQB+dAaFsrY\nmTGwDI6NJP4Y8UcC5Pj67G0J+8x0ktFANiJsMSH7eGqZg9DRSEfkt3fbWnBsQO/YTjclbpSrxpDu\nip6hrKPaeqx9M/QcpnB5WeIZxkeusPyY9hnuWvV05vIQERuGXEoZ4iADuAnNJmVlWXnYoFUKqXZy\n1XbLkFxCHemEOkUT8gx9wQYHhI+r8H04GGBQ2MYubGW32nTo+lX2f96xnTe2EaL3wnVD+/BaNoyz\nPQPnkK9wbEa/ougYtJQvabZf0os26jHWtW038sQQFxLJHxOc8LktgKpW55ROtW068nE5HYM5o9Oy\nLi1uGG2PhjQ9VxX6nLZR2mfqi/Hq8rdrKe91MSkw7JcW+TMfZ7QoS2iBcmxbEWfAOr+Elk3x3w5I\n70V1yO4ZEZrz7hkOc/YWO31APkQMFvFXg4xIL/UHeKUAzmCEsAWTm6LkbkjXC0BOPsh3xkn8AFi2\nO1I73fpe3sGiaKOBWVaF8ZfsU2kf5FnC+71l1AyoBqbefMP65shJdWc1VASy+a2vfgOfAXlQpqFb\nUIGnGhBTMfEPCxc/Q496pFGhX6yGBdhhWhMkZRURqCg9rkUGVZyIGPHZrNb6Bd+rWBSgBvCaPr96\n7LeyS5AV26HPvs+/8+Zb+NzLz+fV570TK867cLzb7UWdMjSWbSFtZ3kqUJvtzlRCHIopXzsN7VVQ\nTu3kisDWttzF56lrwJz+wyZJKHW36gzY7RTLien4hIPfX7/39tv42xf3WByfADDblFpx7VjJfD4o\n2ty0T0NyntmakKry8JuzgE6y0rNjE6ApFO/KvAqUpb4cWYP1Eq4b4B5e2nNw2CF8sIS5Z3Twu2d0\nmC4nD8hkdJKZivifoWTjYvkTPEbdtIvFTQFqsQeysuFkQZnktRnsCAaRFiN1JQ9/yGzuw4kdLLgd\nQ/oG5Labugn2jcjDbr6J+mY00jHb1YCayRmT73EHEKVPQbdXkCEnHi4Mwux+LV7+ioeOZR5hv17J\n0/pFuLlE5MuKK5qFqDo4HWHzThFQX5GlyuObg5NhlpoUlAYD2Dvs9jvsAFw93eLt1WXSHH2fu+D7\nvFn3aSu76LqR/J23+7T67PayrAJ6tY0mJEv/ZekvTSkdUAPOGMevRmWLQHHGmshR2b1qL+bx2yEe\nJjCX2u3rZbeTBcVWW3bkbz8B2YS8Aq9Lc6j698YwsDQSspl9rL9mSM6KOWgLWNZtz27C3GZDQOoK\ngJZpAygbEJ2NKe7WBMo1f+jSDmWT0+lyvWKJDkgv982Rkwfkw0UhNqm/Slw9qsFOHLwagLwUREYg\nvUko7Xv/kl4Qcx/k1A6sPW5TLBPSA2KsffxurQCz1cE294Cf/BBlp6kaNVEOa9/Zq8fNlx8rNo3t\np82bb6y+Rtxtd8kx5ZuPjvhM8SPho0/8Eq4//4UwWg/7IItdDCjrSdrliJr/WKNmQ+Jgn1WFYdwg\nAwnBmX5SF0hlW0Tq/yO4uhBjGUrdsxwQeMLyEW6BkyGingbFBfnsiw9ltAP2W+c9nwsKRVhp9qvP\n64sVLgI8A0grzWIF+tph3Et1cnkvwwmpXQ3YxAK1SQLfdQJqCy7Zccru4IxwUmFME+XrLrp2iCxe\nrtPXJIXLjq/bx9L3qfvsC4jF7gm2f7Q+FpaEDh8QU+oTK/q2+wa/dvHA1mF3WtLpYYGutVZsPB4q\n16Wmgd8adrnlubCJpEZ9PxdtPUNOH5CXGNQMHbxDtYb8QXX65BgryByIb2ul1vJBtsRqnNsGE32R\neTj7k491eKWHWLAY88c9kDVMCx0TelvxAt8NiO5rtb5n1nEgT1XPRJvGKLj1/jdBDJjMcX7dlLoe\nfoAYt4IcmTguVZnwy8uPecbYpER88EAtBRUDel4iFGXLhExHnZUhhl4FpKX9GpSENlFsDa7gKoN4\nOBja07moQ8rPicUfRPC1rlXcccO/NLhCH14kJCh43u7TuWNfZLCAE4DfGznapvyR6yvKLfeFXJ+y\nLag44m1HodBixZD1VW1f+WU/bZP27aZq3SKI6XDhHx0OWmDcgssYmiHPZXCMOYR+l65d0qNgWcBn\nrJ8r17kL20jZza5p1m1fy9Z1iRr0hKcG2MCYtlT+0CTzcV1z5PQBGThsCgBAd/6hogaGGzNB6qwk\nfn9hCWZeplNxXeh74OoynY7fB/lE7I+Tl3Ao/o7NPzopAf0auL5kZc6YLByx6Q7zQQZGGVftu5Xw\noZvvWYfjKFWS8gPy61/5Oj4DpBXkwWeEGl3YeF+0jxPhDuL3YZ6vURQ/KaFYFcJs85c/UkDtIWuM\nuiGSRDqYo2QJShrslFYTrgZsaRAHweG3f/QmPsN2sqhlS+MW9Nodk/0eux2w0/s+E9KWdX3fYX3R\no+vX3m0DfreO7POcXxzMdpb+yG0Xi5iLTxScOlftXq+VBMNUnvWzOnI3ElCrV5Jb/uV23az0v//2\nU3zq/v0M4BRBUMJ3+kNSg56nmUBHTJ9j7SRuxfiJZRamYJnCWTQjTsCsx4vszqVvMFSeYvs5disU\n16XSq7mdFmALXeLYFXUgPYkLf0e8ltCUOwHIs/i4BUELDZrmr83pYcjA6K7DMRC2eRuxggycFpQU\ntuiAFsRR2Y/4k4hH8PBV3MGiUdbgtb0DwFcQCY9b2NC5bhV3VWqQHCOJsnvFKB9kB/FZ4Qrwkg4v\nRqJh0x177T9DMTPG+F3XuThkKiD3CmXiIRuKUZtDFluhYzrb7gNWngCRteuUwMlYQyP/cZL2bgtl\nWaC6fd52Gel2Dm63w/5qp3g9f66besJmvRYvDEZg9l8ZzKvOo9qIwFYpWR9ApS1CgnHtThLWNFwJ\n+yqfu65ek9IG08ea4pCuPq0NsH2l61vRpbYw4DnX1GXgDw2U9Ahf75zRgmUxwXCliwbLkuuWSkex\n2mzl4SCabFb11qvGPG/rq4JWGwr7uFZS+XhbHCB3ApBnIrKUkQN2C5eGU8VyHDu+QTmoPJL/tKpu\nNeyDfLAYg2NxbthWnN8yMG0u/OrxGBlj67hO2UhahorV4xbopihjUjBLxpYxMs/Mou6E8JHBIfka\nP/7kx3D1/7zuwyesIIuBU49GUaxRqgLTtrAPmYCN5xQUVFakiVhBjhflZP3G2MDLMmznZVWhyMls\n2r74h0OKXh708ay+If5zLz7n44p8LtkgJjNMZ/sVFwu6XQYfVk70WQakvvSlwRWhX3VYX6zS57vz\nC4L5ZUG56pyhLAMjAzqy2pzVuQr/xmep4RiQWt2ClF4GuOa1H9hOL+BY/gKi3IquXAl1bVeDxnWU\ntmsgLj/CEuNK7EecG+evzqGE3iKfy/XK8coOVadUFuu2JfSWoJzbkB2bkG09mup1Kp5zM+WOAPLt\niOay0ZlucheLonyS/3h48Zf/s3Sx4ykryHNEQ5o2i1Sawj+2qnBK4cvI+t54QE4mqOszVYi/jNrS\nMdRuyp5FZQ4ct7ON6rt3WfgoFzcqiivHzgGrPnxhz5Y0SLCJO2e9nIiVB+TlKwuUW2UpfdTSF8pL\nPwKzsFSUNeoPCS9LlMPitH2hrFQcgxteeVfEZTOJlAJNH7W9zlKbyDvYFekzONkgZwG0rOvgLhwO\nHn63ALDNkwHyLwv2YeV5fbHCxUpuU7eLfs5b/8/tnQK6bCMQbSmvhQX51XoZkxMNxf5cd5yKHVS5\nTAS1okrpvxz6uEuOgL8KJOv6lv7T9lcJbVch2ODKdwRB6WIhbtFoL+TLb8W+2Eb3jiZK6LVWoUv3\nEFEW5TatQbI8L7/Ml+uuDZwmJw/I5kU4eon1Vh3+ZbzyFLot4aBs+cOOqQ+o2MVivA9yTW8rjOrp\nBDQPGl8py8hHjTInCm0u4J7++DAlU8scilEJnnzxS3j8mU+P0jC9QZoX14iqUvo7G46jxIdg+NT0\nkz/8Gj5L5D8dteqb9wGl/yAPIAakJokjl3Y8HNGmxMBUjuktfexlPg5qUPmEvpaoslhdi+3ttL7Y\n3RTU8tVcYQ2DGeIKHCs6DWC5bb7wxpv47AulD7JPyxEstGWFQlTybEUtTzWOl88Pc30IDm63x3YH\nADvZRh2hDy4aYtWZiPk4R3DOK9clINZstOvlTbPzaCjmEzV+xcq8rg7JIHzpraf49IP7+T6Krgvc\nz5z1Y+E/XGn30nblvpHaidvc8JsviiIWLmsvQJXftxGkc0XMKjQ/Wc0mCrnkwiyVnteB2w0WUj5G\nMpBDgPKh/HjygHwLhJwLDnBojw2V0FMD5DFiAqSi5+7IK8iFLaz8sZBMlTStcgYH/hm0tb4HvPGX\n0/ONLjYb7wfhsRXnbTUHWAcNm5aHGnHNqDl5GnLbLjlcqs+OAHeOkluFcw7dqsd+jA8yUAJgAcaA\n3gZO7oQ18Fxj7UjmCGbpI5EmdwlpR1bMjTWNkGVV6pVU6RGX2+iMdNHsBGYk0sb8xRZ2oew0kHeF\nwlCY1jd1VTgDo1TdyqNUFzMHHyGGYn7ikOBXtAPiqrN32djcz77OaVu66Kqx9cfJh7VRr7FtEb8W\nWew8ETWK64hwfZi+ohVc/nE258xpGeXl83Htbq16extrUMx9qg19SZP+Gh+lYwBin2ZeTwnNsk3y\nJAMSnJ1sM9mVSfjkm7CtbncOzRyY45FOm8qiMu9cOX1ABm4JkJlMGUCJgP1tGzxD0ihg1JUwbh/k\nWWVWwkklGoTklrJDDZoo6810F4upQg1rddsZInewqEwyigBL38w2a8HxHECfe+lOCY6BUfTy+JN/\nC9f/12/6dH17BTllAwbAOJwoH2HOo6N+rizAWEJwVZ8z8pi2Ogxe7DB68i7mrLqb9vLbR9KDHvjL\n0ZxZZ7wgGMH51ZeeU/aWkK3zS+CV/UN2GWrEORnOgkr4tTqJDTY5XOYhANjvsd3tgSuZPu6w4ben\n63ER4Nm5/HJg3NN5x8BZ2178hG+0RXsSUe7fXAUvEH714QMRp6G4cClROutuJNFO1YaqPqZPtdPX\njh9yuFV7BteOue8+x1JWCQ7FCVjVPV7oJw/oLigzITmVytpE2JZTyZYqwVv38TlyBwC5dksev9Rm\nSItO3MBXvy0f4WNIzR/ZTlzlYwB5BXlRmwfsEqBnEKEFc4eYt0TVVmv/bXi3n64wtYX+ayQtDtrp\nJQS3INOIq6kdwSp1fXMae+H75dTgOIoFybGtCfl+3gNYdU0f5JQ36tVLfMWIFE4LSkgff26XI/S5\n1MZioOL6DEA1AR4YffmdYYe10luUK869ErHllABNYwcLgvRZLoYuTe3aFkU6In+GutKftgZePA+v\nXK6qvQuHgg21tKebLIf7+o3xLXZ7wO132G93cOKDo97HuV8R+lWP9b0ufxRlu5d+zrs93K5sZuv2\nIeYwrtuvWJk12qUMY22k2yfo4+1n79UMJSUQ57RqcqP2QrNdQspt9vRtVsJnbiuG/elW1p+3Tl/m\nc+o6sKHYqYlMajOg3pdcHXrN9MjPmYrr/iy5A4B8u8LbdtR4OuRiMXZQPnTstsqpgjI1T/3ezhL6\n5/sgE/s3ZJe2pQHAFjE2qzqoaJ6swwdCpugb60vdrtDIcC95H2RqJKfKcQyaYs+INE1wbuidxdon\nCsdRit+L/QhFIDz5/a/gc30P7By6vsdu7ApylBaUpkGSJ3cYtXzc0sfiS1jm5yGzjgcU+TbMYCOq\na+lr2oHMs8hhvC2IpUuZMzWwPD4u+lp/4Yc/wedeek4SRExs6lOGU4izhhlNKfEo2T6UR9rh/9jj\nWdNX2Cir5vYhV0Ud9tsd9ludl0B9hOfg57xi4MzcNPy2dM4sK9thQHFqi/rq5hfffCusIpMIh+H+\n4Hj7GQpb7SftQ3DdZH3JwIwSNjmE2rtXWPUs8rHbjkDsnF1jNYyUK/7sgx5Gd7K7YN71ophgsONC\nHaXLWKnfeDkD8tKiV2lGpTcjlrBmGTl4B4sIwCdUp1liwLeGujXb4m1ude9AlziKjOOfd65E50c4\noO/9INS3d7GoAhEkl6W0xsjjXxbjq0oDZQ3qM8JTnkxmarFuXN/QA7YJ2uzYbIsAwQO2J6bjeYyy\n0v7O6ZnBPw/uxBjgWvqcPLXaiFT6oqqqviQioTLElVAN7jmpdDfhaObz1F0JVHpCWhWtrTH57eV2\n2F5uRfndqkPXeXDeaHDe8pcEdzYUh/7Gd3qo2dF1cQ/rEp8LdxY1ubFXtkNq1R7Svoo+Hs9OrPYt\n7eMxuS3b9XJKf33/cNuGDL1mdxNhoSzn4Vp2Qa0zdz/eJnFh/5Ah5U4A8iEzgBuXOVMWDcmHrm4t\nvTrW9d5tgKmd5YN8a/BDlbKNAW2KTqMMWl/AXV81kk4srBjB9N95cthX9BpyiFk31T9OffU4ChvR\nyAWQIsLjT3wU29/9kg9bde36NJZaCl9aDVY1QGyVVR/xam6tVaAu4bYywisbxLhslWnVK9mgYFbY\n7lgBJYxqvS5VghM18Oorz8tMarXNnGjAbj8LcDk0pfjoMsLL4bp5fVzEELLtCYUUgKbqgspKZy5f\nf+0uA5oFXgSIF998+eEz2m4PXHI4Ir+Xc99hterQ3Vuh7zs4APvtLm1FF901xMtgbLlS2/Frzz1I\n+tsuEtlVQ7gLNIFSc4AroR0l1AOq2Wv6iouG4lzuVW1PYPK5jlc2IMAt8rXSRdZA2bHJ4eCWc2B9\nI+U3qzdZTh+Q78hYlmTIxaKV7yb8kucIf0GP2L+WnFw1ljKIKsdB1hfA058sWI5Rxim0bc2FRwZM\n03nodH+MnOL91RLhlx5H131aQaauk1/Saz169AbIxSgVhhMBViyKS60cAVEkwhJjhhO+2Cbt0Loq\nYRU7NLhKiGuV6WT/YM1Fqj7SdpaP6RX1BWvDBB+yfXKZCpxjMkURRftVygVc9vlU7ZUvuSZVqbN8\n84yZyqV4Y6w2JNodqABPQTgW9cjG4wC533p4FkV12cd5tenR92t0q85/QXArd9XYXWe3wmJ12KyX\nVc0CMkoAACAASURBVN8IsupTyFP0ieq60OaUJ7GRe1PCtj6RJ5z7S1wHYmuyU37OG/J+g3RVkV8Y\nrHywhE1MmDWsC+bnk+risix++xxAyKcPyHdN5gLykuUvoygfGlu8JR/kqcXdJp9o5lzEFk4T5AF5\ne6Wuw6EFxTKWa7zsg7yQLNHvjtk3Ztl3TIOmPiNcmkA/+YOv4tW+8wPCqgf/cp1p8iDMonTvLeBM\nDUlkqLWWdSr6/AtDToXV8+mt18wyCjt8m5EV1yizdD0JjcPy5Fs+w6zjeWI+dm3iQP35H/wYr77C\ndrIQpJBBvKizmnzwx06phwEFyrR5hY3TFTOJor2MWHQZomw1MzDgTyRrwLNYSY6m6cYNxCSiuG+4\nYWoMFD7OsXodJVeN9WaFiwcepMVXA7c7fOH7P8GnH9xXtqoCkj0MCqsQKutVgF/QmcN1WifP9bU0\nG8OZBVn7Lw9dr8JfmtgcKVAqtzMOY069MAiIri/rJ7ogifRJM2d/PY864DF+BuTFxe7iN1P00gM6\n+X99cLGI52N73G3CcBSqnjTCRiotRij4XSy2VzrDwnIKDXsE0ZC2lJwcHEf9E58TnDL63jdXXEFu\nqQqDWFGnYqDL4XU4y2FFC3GASyQW/uj8LXjOdMcAvW6HFvN9wiEwZjOEalsUtrNIUsFxQmOVRaqQ\nik26zhx425MP2PVgp5RIgpOFqqK1SW6yRW7qVq46WzMGDlgSFHP9YhhJ0CGVgBuTrC5jrS7CVzJz\npR321zvssBPvWHc9gcJezpt7a9x/foMX3/WQffgkrjbvBOxysBcuAsaqq/D7JUi3CQv8uQsI5G4q\nJjSzA/9H9tmaf7Fpn0jDW1TPz/QKsWxznr52DMCvvIvnCrM50jZkpqVWj4E7AMjp2X5X5Cb5OD5o\nj+GawVm4Cy4WjI0ff/gXZNqWnpOSBQxKN6Ya5FYbYLdFXjmiw4pbdBVaysmtHh9LThKOeTnTIfnx\nJ34Juz/9Zz5r3/kVZG2y0wdGnTRXp6UuZzO1a+XjJyX8ief4CPgW4x5XqWnAsIEsxTXIjQUQ2XWi\nxnZ04dxqamuuEMt67d0vQIgYzeW+vDyeDH/mmk2xLA1DwljTlaJSkQRtEaQsOxTZie4tgXjMVnVE\nTpnDt0tLtCehT+uE7DIcsmDki4/2aEPcjm535X9B/WWs8JO/est/8GSVd9ToV34PZ+Gmce3/AnKb\nN/0VPNufWT8dOPRqKHbC5pq+1vXgfr16VdjSV0xqCHm/56BP26/bXICxnoul+9K4Vk72DTaHyPHx\n8MBH+ckD8p2Tm3KxiAB2E9J34iMhudiZ5Z8wT80XCh8Iaawej6q3DTL5eEDJ0m07W18lY/OFspMx\n/gTFAw0RgL0Dhb1h0VdWkE3CNVTy05insnsCPxdRJv3Kcob0SbtVOWEkdbU8Il+jzrUlK15WPG0C\ntZ1PrHRZbVgB+hKEw6leBrN+Oq/Wyxdo+hw3r7GaEEBeYzJXlNXFKeyQtrtUR1dcxxQnLja3P/vg\nSjNcZU9nDcmy4dovESKtpuqV7/3Ov+C3Zd+DouDf3PXRTSN+NTD7NEdwdo5DsrJDwK9G+lzfDMW6\nnaQ+0SyEvDOEUBhWdXnCke2U7VYTGGWxZbt1yew6M/vCQyGnUx8z0bfJATh2BuTFpXKX3mWJu1gw\nmb8P8h0RMk6GeGu1abhXWOBLlfja8UD+WlKjHNsHeY6+paSls9UGjYhZZt40VI98XjhK7f7kD/8Y\nr7380MNEF3axKIBpAI7BokN6CoHWBzCKn+Nj1JiyJuhzeiRn6psc3mhCMeYXEMKV5wzF7c/yMU6q\nDMbKdp7OAZ//qx/h1XexVeQK/KfbjL08WVZK5eNsa1wWGtqlw9iqrvj4CZeWvmaf4eXmfFaVvT80\na8jiOvqVctJtoUVQVA4YXtNyKd1v/+gtfOb5h3nx3clk0fXi+u0cQWHv5k7s3+w8MDM3jf12n0vj\nkByuTf2FQMeOVVxQWEByU5/PVOhDvVlLtw5ug54IEU+YbWLJyjqX9c3npM4NA2fKGZCXlmeQj5OL\nxTtVKM5XB5KtL+DGfGLa3AFC/Z0qFtCPzWQln6Wvkb4J1S2YfZbhmJc79NCIIBJGgL73wV0nX9IT\ny64qu6mVUQizRgIk5PXj411tZwwtooqu0JeSGRAogD0aZ+0ppQtS0FXYoXeLiFEWfGvAM6GehRtg\n7M/DNeSr/gr+7dXrYLg1QVBhBQRzGyv2tfOwCtfgw9Kn3DCczgPK4KuAM6sNqKXdQZhGR+VKuWwf\n9eGPQpcz/aBTUgVgMW26bUxqzGW4/R7bq/C57XAJqfNb0HVx7+aHYbU5wPI2+DXv0xZ0xmemjcrm\nerjCRmmqtS9y2ZFzHqfOtQXKr5sDPoxJdwHUSN2PQ7HtA9324y5305gvZ0BeWm57F4tjSNcB1/LT\nRrP2Qb4zQo2zhqw2wFtvHFBW7XhIRQsibZ3N1eOl3SCabDwAzlOj5uq7dRlhW6jb449/BO4730oD\nrYcti5wG1Lv8+WhzAEswWuoilswsx4KZFCeNGdofWQBpCxB1sRboxnBrddNZzUTha3xG2cbcoQ7G\nOcmrP/ViMw0ZYa16F9vHGZOP7NJAMk9MY+jVecryc0bzpU6rXjxNzMehOMGNvxikXTPiUSI/ZVfT\nX4KHiVmeSKqhkYd97sXnJJypOoiCEpgaL6g5h912h912h2vWvSI0r1YdNnHv5uDbHF8G3F3vsd+7\nrM+A+/Z2ednG4Z0qyo5X3OKSagHY/seynfgsQ3WXAni1D7S95RzUJbU/vz1NzoC8uNTmWHdY3qEr\nyCVrDUBMywe5pot0pB5NRhtXFmQloVbkHH0Deor6jc07AfQO0be0aBuWmiyLFTnn70nAT17JKFfk\nrZywVa7EwhZo1wC2sRKcKM+AEH0pBvf3NWDLAmlerLLS1tNadbTs45zlAOYsOwloSaXJcKlpsa1H\nTCDSAYmVWAmOVObh+WplmddfXnvZRh6qx2zNJxanme70ix0DIdI7Y4S+Mmo7OpbfxcyiD3AgK6GR\np2n+jG8AcYx2LGGtG+/3e+wvs2+zc/CrzeGFwM39Nfrn/a9Gu/B1QO6iYa2sprIFNA5MCpi9Gna5\nvfwsQ3DrgqtKi4kzt336lnO+fpX9lWfKGZCXlmeQj9F17xwf5MkAyWR1MbDFWx6gTGBekuFq4B1E\n+iDzB1gLTCca+E6H4xi2BCRT/Ed48uWv4dHPv9cXV7hYVPICSLTDmS49r+LgT+3nl9JluxcwWhrz\nPFQMkm/BkJmb7VQcD7P0oQTwmt8sFxFk2WcA7KB9Ic9vfe8NvPbuFznnmSDKWdDSU4Pn4razIJRf\nR/aJZ1mWh2ATuHmYsCm3rbk1H7chxok5QSjTySSpEqpZfV1zHQp7imVF3h8cA3CZv9zJAXCO8Ns/\nehOffeGhqLzo4rq/i0lo+SJhhsp4rnaoCJDrV453Qm238i8ErjY9Lh6s/b7Nauu5bfBrFnML43mk\nX0qUBvIVYNVOvpXUOQdYo51iv3c5bbLBZX3ZJltfabcPkHUF1P40k+QMyEvLM+licddWkA8HIor/\n1UBbg5Gu92kmtROJP0Zh6q+lwoDgWnIL/ptNNaBvRFY7bmGYPQU4vgEhCjtXuL3fvQLk3Su6Rh0t\numEDFNKgPbJPqEdbDapqK7wtnU0grIGppd+pYVvkcWxUrdsngri+CniOts/560hdbaU3n0sb7DS8\nXk5nSunyDKPq412UxfIYZRUGWhMFqy1g2BCHTAWG+XopI3lcDCjKqsU5lp+Dl2GoqmDyPSb4FU4r\ni7BPJyj3C06lMGwo9hAW7gM5Zh9Xjfm+zWGluV97F41u5T92stvu0kuB2+3O6zNsz00z8JlrVasc\nogG2suWcUChnDAS1esxSFK4UKZxDslPuFfPHgDMgn2VYjBXko/ggE2F4tKIBIEJ+4owveELaiqwG\ntni7cWnXyVw9nqxvbNhYaU0EDlB7EzLkt33wpJn86gkBj//WR4Cnb/rPB9PA/ZDuBWtUAdIX7fRK\nTFNfhqdSH08HGyBMnYB29RUrgwUcMgIr7PBx0VQblJW9VcmEOM0+qSLbBrz2npfSqlzR7rWVca6/\nUlYqkq+gWTZZ+WrtNKFeMSwBn9ah87BIX21P8OLlwKHt6ArbNalzG+v6iE0IRDHRrgCBr770nLTc\n7EOqYXSaQedY44W8qMZw2OePF7fbY7vbA5cMuMMuGv2qw/qe37N5vw+r0nH7ue1OTVJsKNYvLZY2\n6Jf/XJ4vO6MpCn0sT7RDTzjIbkKRJ9l+2HP3DMhLyzO5gtw1Vkb103mk1NIT6qBcJhyA5VYhh6Q1\npLnF20Sh2vGpU+IYmdHOzUt8Am0yxoYlngvOAdTDryD3SSetwjaMo+BWqitBgScwjUBxz4vBS0Gr\n1TROHzqRNv8E3oILppgd+i2lZFwGR1fqFPUtK+yMcqpbjsU0mgzHtrs14QBPR3IWQbLpeT7iYQbk\nFvlEO9llwcgj6qTKInWe48NVdyTbK5AUh1LbdlX5wvbSvqY+44VN7obhol1gfC3iZXu7AIlWv/Ul\nGf0G8XbOgQTV/+BB3vSPrvUf59IuGtvLnKTr4y4aPdYP5YdOdtd+lXl3tU+TcrHLjfblNuw3YTXY\nWEJy7A9GvXwMy8PKq1WZhw65jA3IGZDPMiyD+yCPAVpDWtmIJ6AyHemTGiwbeZsGNWxqyXpBQB6S\nBaDQ3gf5UGlepAn5Rqq4K3DM0x4EyQ7UEX7zj76Bxx/9G/7nxr0DXnzR/3qx3QG78I+XkwYqWXYe\nxI2dGmIWVb6kK56uBFNZvqU3frGPZDILqjSUWnrhMnzE6Bq8Cx3W7EBWLWvJICcSaRiy2inI57/3\nQ7z2Uy8hwlV1MmFdC5U2L5gyNGiAsTARzMwRZdmTClZ8OHfVPDIy9T9SUcYEQvQZtgpcvcZj6hQy\n868Cij7oEs4GkAZ++4c/wedeeg5IoMo2AC36AZiBFPZz1vGNWZG50mxtzwZot4zchPaN6PYO2/0O\nCF8IdAC6jpKLxr0HG/QvZGjeXmcXDec/DohyL2UIlwrpHxwDC1PA+4P9Yp7xjA1tY0GyhOjD1pDP\ngLy0PLMryPvhdGnld4h81T+q5NEQPGlledBYWQZBH0wSWm3G7YE8V04BBoUsZU9Fz02C8U227VBZ\nrWeHA0D+IwMIHwhxP/6RX0G+eA7oV8Cq96vL+32G5e0O2G3hEkBv/baNu50BWqyssvCUpgATfc+1\nQJtBA4+39rJ1xWhr6dW0x6INmySUtmE2KUr7yjKb+ZxCQ7wuW9hAyW/c3MIuKq/ZztOqNKLOKY82\nVqaptVMdUoldlzKNuCycV2vgG1wrxG4cte3oqrYb15EbovVVbBEv8EG+3hV9j2Oh1qq/0zpIVaKA\nYvPmSHHWDhPRFhlOFVps7UihrHDwEHy1A3DtW4AofeTk4uEG/aoD0krzLsDzHk5tO1e+iCnL1jCM\nIjzjvT+t+xXLy6i3lKvXeYycAfksw2K8pPf4IxUfZA21IqwBB4l9J0BwayCqG8WCajA/A5jWG+Dp\nj6fnG5TjwNvxV4+PpOouw/EYaU6wPRg//tiHPAR3BLq8hLu8RDEEUOfT9H2CZtpsxHkC6W2A5W2E\n6K2H6u3W/3N76De5OFSZ5jbH/QqUFqDoil018sBXgYwWjHPuDETgtE9qYS8DdHPSwB9vAcIGYPu1\n972sANGwvdI2povtANCSCpMM2Ibnml3VFWOw/ktGHjFJUW1rwKu0PX02pIDvuq1y8iYmgo692Fi5\nHuKrfwA+98pzZtcTVR7ajo73JQXMenszH8aTMDCswLOUspGGgZHBKdtB4/rptdx2bt3h4sEaD1Y9\nc8/Ypb9xTS0Dq37hDuYKsQ3PCpgH6uvT5Ysy9yl/BuSl5VleQZ4FExPzCJimskzSxzVYnmrrAXcR\nAKzWC7tYHGjPTchk+0ZMRN7JcByl9gxxLn+BLX1imsJPxJpqnAfd3dZ/wavQFf52BKxWfhK86kF9\nD6zvZ4hehSGCQXQC6e0W2F6Ddjv7F6baQlkNxFLasBZkvFCVXyisXDtTFwNXC9oaNgiiVHDurFVt\nDHQrUfdwnS0blA7rJb4EjxpONbwqfdVfC4pzhVIO5gq2gFhtu86TJikWKIZEeqcCVlHbdpcbvWWH\nyOfziDZkIG6tOItmVmVlv2nWKGzekfot79OW47YQC4ZlmgKexSUzOqaeu6hLbO2gUbo9GNvOMfeM\niweb7NN8vcM2vAS43e4B9Zio1iuGEKmVY8dsp6bth/ofA2dAPsuQVAbrJ1//czz+pco+yEPcwZk2\nvYXfJCP2r5FEp7FGqqZtBwDTTe1isRDULeuDbNn0DoHZY4l13/nlGzz5ytfx+NO/7Acv6uQ2b2MH\nBA4K19cAroG3G5lXqwzMqxXo3gXQP0jnAPKK824HF485WO/Z6GyBjAIGubipAGOoXiGXfLmI6dOr\n2AKmnAyowJPm0lFCwG99+wd47T0vG7pVWg1g3DxuG0+r9OVoZqSerNRAWdkgYJgCjgzZnvJ4INXb\nuRVtG68JKbNqto29jgrkC9/vZBcrXEOxc/j8D36CV19+Pg83AkZVI4h+PQaMc7/X+/3GcMDYNo1P\nLoQltQtpZGUhNWht2ucc9tc77K93uHLXAPyLgN2ql7tn7MJLgNf5AycU7muni+Jgnk5JJZEdlNte\n1m26nAF5aYlX6BgDeoTJm4SFsf7HJy9DcK3DqJ2AWLr4VTO3l9cnPkX1OfT5gmKqo5HFjJ1QHGAz\nFQdHlNY1v4PAHVeQAfkFPV6XQ37BauWNsHsp/exdtIsow3Lfg1Yr4P79DNV979MxcHbcjSOCNF92\nA/KtEvci1kwxWCeVNgCK9aU2kUZUkIVpDorMac1RajYSAV2Mp9JGkxDzQXypTIKyk/pUPorlquYV\nFbLsqK3MOvZCpDOqWgF3/mLeACfK1U5uhtCpSNaaPBR5DNs5JMM4hnf3oc7/k7aHSVNRXuV6aSA3\n2rg6IeJxjpmpt7Bjkw7/o0LtGut6hoPUtjYQD+9v7OD2Drurrf9hNV7LsOXcap0/bsI/ob3d7rDf\nZRQWUCwmF5Yd5cU/9Af9MyAvLGkD8WWV3t6A3oVtpZRUfZBPVWbBaA1klZ74iekmVFM96thC5Ylf\nPW4ZMmBkM6s542jrW1yeATjmT/c4EFOHxx/9UPgwzQITZj2C1EaU1kgTy2c7aJgpqQsQ3WeIvnch\nXy7kwLzdypXo613YYs21u1N1hU3BkDI/Q41xr1bgzXqJrD0HdHj0vtrqMac1aX+xfV20u7nlXN5p\nQdTHAWmU0j9D1yYgAoSdzEfZfLP9LAh1ut3Lsqtt25qs6Gcdu38K8+I8hMGkBZncjldfecFHJx32\nZMaayOXrRUVbCBvVtSZVx6Qy2e59qcvupspK+fLNIJos2VybWUgpt2cTsUZY2HLuUm45F/2Z1xcr\n3HtuAyLCNkHzLr0E6KtR2la82JfODyexMyAvLNZPIwfJbQ/m1NoD+S6IBaozwbBYGQ7hYg/kAUg2\nR8+lrzEfoFr1USfVpDQy3TiTji/PABxHSfaG0ZM6P2FlPshH8c2uQTIg4kyeqsK08+4cwRWpWPgh\nBFj2wEyrFejevbwyvVoBuz0D6GsP0NcMols+vQkMMzRIu22TzYryR4EGHKHUIE0NxtYWdilrXEMj\nwXspgQW4TJ+GUNNVRQMUIGGRm67cBYpV7BinwsXWbAYYishW28LIVztXYQmuOcQmk0N9DfgmBqxD\nu4gUecQtoycWLI0xuSrqG8KLdmF1c7GPh2ucTEplyOtX6A8BqYukVeRyS7cSSKWOUli5LMN+t8d+\nt8e12yZ90TXj4sEa91f+16e4wry98u4Zem/mcp6f7ZsrZ0A+S1sqLhZNH+STE/VASIA7cOekJ0td\nJQgekHfXRhlQUF2zZSEZ1JUTPPnil/D4M5+ermgWHN8UlC4Mxse0e9ZE2gFdhydf+RM8/rufQ+rD\n1ousU9RbI9yYFWMgpSlaqvnbpjKQZ46r0MGTQ6xFOzA/aP+XLi6Ahw9tN45rDdDX8iUhDRvlEqSA\nCJfqnlfgdJr8yDAIKgS9/q3v49H7Xgk6HZt48II59TBzAlyIVhfNaUAzgLxvbJmHLb5JiDLBGYY9\nLE9UY4GkU3kUXJZ28DSUP9AyElKdTqOOMzjm+pZuH6wtAHzhr37kV5HTNSbD9rL9qFidVjtopDpk\nnXrIELcCa3f++WVSLxgWW86x/iTgOdkNA+J9ImN+zCoo7QO3SRsfMlT5HP4z2rvrHfA06+vXHfpV\nj/vPG/7M1x6yx4H6eDl5QBYd79TlUIcXS99ty133QS6eMmPS67T5AWm5UdBqDbe9tgqV54WOI1/f\nWv8paaaRjsWdhOtETe4QHEf9U58VhQ9yBZAnE/IBNg45SxZhA6ZpPtXbCLg9cHUFd5VCpcKuA/oV\naLWCW4Wt7R488LvMhJUoXF8HgN76+zaeb7eycGvljoVXVxP1S366bhSUEa9fhB6D+gSE+vx6+zFr\na7GsrgK8HBRTmN/6LnFbuIT+vKEHMiw/dtVWehawMnujnqH9j1UhDO5yGlLn1m4a2hbtblPsVEIU\ndpJh1zjabvWLGGF8NVBslKKv+0D9U91YmbpP+DSa3hmnm/drPI77DpcXV97WlP4rtTV0q7iUtwLZ\nPofD7moX9mj20vV+f+bVpsfFgw26jthHTQI0H4guJw/IZ7llqQDybB/kW+WpKYBXgVwraL0B3nzD\ngGf+sGPnlspWuyzSZtKWYvXYnEgsUPAUqJ5d3MJwfFMyFZLDLha//rF/C25pF4sJbhVNHWPSTuH3\nND5zilFXnMc551eKr68h3gaJNrGdOBBdOJ57DlivpQ90gmj/111fy1044h/NwhYbqxW3xz/zivmC\nWtr6zMoX3BeKF70SwpDQFQ/8aq0N23LVMydIP3pxaHTKy1Vcw2CbBXUpf1nfeOxEek96HDjrYGyH\nifkJe4mPdNsRS0zKjso1fu3dL4r4Mk9oJ0O/Dwsrx8JG4xZuTUD4NQwQmWFYgXilX3g9Cv6TDqR8\n5JxwtUjJiseFY+Vyo2UBBA7dUOE6zLEq63e7vD/zLnxCOyrpmWtGH/Zn3l7nlwCnyhmQl5QTHovr\nMmB09Hk8uAw9qt2WTDGiYrMG4X7tB2VdRJMNl26MBnw3ixxpx1jQPWUgHSunWIc4UlOHtGUXh+Qi\n/UT4Hsoz99exOS/9mXrCf0xdRlwNwvd+BRpXbEtG/tNy33tYjhAdfKBptUJy37i+Zu4bcfU5rGxV\nfHdzOZSKij9Bt/PJFUCRz8oj8jHKKyBIvtRl7g6iwbYkGCQIczD0KRu4fqYvXT6MzyNtkOmEF4wG\nchOSJ9ih6iXztPWLdh+6jrVJANcFym7foW+laENnvCY01M84gMdpkfXZa3F9DMKnMXFSnStCch5r\n5RqA8D/eb3fYb3e4Cq4ZXU/o+h79usPm/nTcPX1AnvFMvj2ZOYjctFAA1iocsfClfJAPgbPJcsOA\ns9owQJ5atqbpiQA/KqyUJ//v7zZ8kG9Bmma3Ihtxp+haYZU36pkRRuGuw+t//Cd49J6fCh/4qABy\n1N2SOQA9Ju+UnTGWtK9lR2t1m9ux3/ut7OJ2djx918FFeO570P37wPPPe6AmSm4b2F7DXV2HlWzm\nuhEI4PV/81d49NPvAl/VdCy+tE+Fs3yVhToZx1mpko+MPPmcrUzybNYqZ9JXWb0kj13FC3FQeZRu\nV9ktIp+ofGTYEVneglheXAJFfnG8yZ//yzfw6rteqLSfY/3MK3LOtiseU1Ssv7NutW2ai1SAOhXP\nyhU2lm2YJgNF+wWYr002mFmxTTP4Z1gXVhpuQGafdbkQe4eK1ixJitsD2/0O2+t5Gw2cPiDjxnHn\nnSEmIxvQ3M1cQb7Vi2Y89Y4pfe9f0jPfPpko78TOPgTH1fg7Dse83FEw6EdAR+R/7u9XPm/XhegZ\nwDvl5TydLpk1If2kVeMD7Kuln2N3TOcc6OoK7uoK5VZ25MF57X2d6d4FsHroz7vef9EwrDzjjUvv\nFx1Xn6uAyp4l4dFSLKDVIJXHJRBTaRSv6DyxzsU9mOYcTKEG/YY+vgcxgHK1OaYXoER1aFSS2ygR\nJdMZXmqLCQtYNHTHS+AAEIG6LmVwVnpuph4SuEmtSU4tTLefnnDU5oPWDiMUMLZod+MFwkofTapS\n/1SfhxfXkcq5QAJqlXzUzM+KKxQdJHcCkO+M3FW4IYC/OCLq0fXzfZAN3h6IWEhu8EKs1n7wm1o2\nVY5nyXQFh68eG2UWuymMsKuVpJn/GYHjWvkWvAW3il//2Ifh9nsPZNzFYoyOY8gUkJ0KqIfaMcaW\nMS8i6q3tQpjIGfyXzZ3wVyv/rFiv8PgXf0a6ccSV5+sruGsG0tfXUgcH3RDgiHl0OpnYqRVQC/x0\n3sFtzFKYAVYpSoJ9AYMFeJYrmLO3o9MAFm2olk9p+XNMW7z2117KYfp68O6kyzFhO5tovpvJ7YiN\nWMBnBmZfrpwUiEdCUa+y3WPFBAyrJjYnXoDvi8UOGvk6piqL8iHrJAqI0dbnrrmB8Xa07+NDWPkM\nyItK5UF8smIRsY6iA3exIDaIHxuMo+ilkiNKv5H+x0uVPajihGZj4qk3NV8tbgYcnwwY65F1jgrD\nLucHSD9g7v0vF62X9MbA6Fzf4iVkDNAvZd9YF4uJ7UT6pGbqduf/sc95J3XrDM+0WQMPw64bfRfy\nBZ/nBM7bcuVZG2Os+OWFPEGiIo103TBWYJPhVMJvKpjkKdfnyIZwC/pYnOIhsSpZtLsB8NaLgtaL\nkvW2aORR5elV4wzMzAhVpgWyBUyz8LQ7CYPLuKJfbKKifgUoXlZMptXbk7TtKl66WPCKaGBWlU62\nWBeZN4aMG+VqcQgZB7kDgHyXgPOuyARQrbhYDPsgG2XcFB/fpKzUC3qHSHpKzm2k8fkW80E+Z7q8\nlQAAIABJREFUhqnPBBzH44WeX3EQ7jo8+eqf4vFnPpldLEat1I+AQJ32NtwhrHLH+jSPKXOoHQ5d\n4dYgJML9wev/+nt49P5356I0PHOASTturEGbsOfzeu2fy/yFwevr8PLhNaMVCH3FPJbzbwGDDDCN\nPKla1nqACbQZviSgMdi2VkmRolWYWtZUYCZcBApbwulgW5QTic9/74fFKrK9Ol0H5tQc3CauyJxA\nsImHA/R+xwWgp/zWVnWAhmHS7V7rF5VzYQ8MfbFNssFMZOPIj36MBeLa8yDWb57cAUA+y7Iysat0\nnd+4/yy2rNbA7mo4XVNq12TMtTok71JilNWCtlOA46OIZcdSkExqkHR5BTn6IMfwMZA49yW6Q17s\nG6tjDqC3ymzB9FD8WDAX+WBf8gRKalJjAlEISPszv61ggzwor8N2dffvAy+84MOc86Acv1oYATq+\nLFhboQQrl604yjxsm7LCdgbBRT6ZBPzYgCydvd1O/NwrJTNPQDezXql6ZTlgZqWXYgPps1tS10fM\nk5StxW1hlav0cjeDAm6tevE6GfrSRKayGwrpPLVzVV99HRMwJ4N4BE9bzBrAG23Q1YL3JZ7zgOHh\nbgDyqYx/Q1L40pyazGhI6oB9uULa9kEeKOeuXM8R4j8SciggD5ayeP7bWz2eW5eFO83iUD0E9gs8\nGByArsfjj3/Yuz2tDBcL7Y+8tGvFIau32sYoS9vRKm+qG8fScQQ8+tmfGs5jdRndxbbX+dcrXhbf\nqm69Bh48AFmrzldX2ddZ7fFcLTuuxnHAGsrHodUCMwskOUtFAEs6GVQNARzPEyhdJGlBN6PlCJmP\n3vNyiB6wnbdTboIsZjtV6qB3lLAmG8zGXC9mo6EvMj7AYL5m41A7WdsGBgCmmEFcx9BAqQ2d4Ccy\nVpsdwq3Md8lg/Un2L2u35ely+oB80sBpyZ0zuC3RxaLW254J2CVZjyl16tfA5VuLm2PbQjJoCUA1\n9PvDIeC7w3IyK85TJS5XkQfklosFfwFmjEwFzpv2aV7ChaOVZwrcW7tiTH05cE5ZY9PWtqojggvQ\nTOs1KLprrFY+z/U1cBV9nYO7hv71UIFc4rAYFaArc6IEn5SvAsSR6eJxSoOARJH+zDQGOCP+XF8C\nNSVUM56JwQ9aTAAcT63IlJXrVH2ADHKSnnN83P3BIbffGPh2gNFORj527LQ+wF45Z20o2l3o0zte\nhMmQBnlunzVbiH2EAMfjrQkAlefECvLnEqznyskD8jOGm7coU6EgDMTUsTs+/5u8D/KpCam/c2VJ\nH+QhoTnmlg8aIPog/2qZrqVjapkH6zmC3OjKsZXugCeacwB1ePLVb+Dxr3zU7zCjAXkqGM+VQ90g\n5pZ5TEg+RCbofP1feR/kUXqmtPMIIKftFm67hXv6VKaNvs7rNehiAzwX4BlQfs7RbYPt3MOAN4Jb\nhDQxmXes9+tVYFfqSquvqf41MK7FB1hj+ovVS2azoLnQ7vzFMkfAb337Dbz2npdMu0sYVrBvPQIU\n7KX2S3pzOxWrvAyUUxMIveG6CzvZh0J4d9F1SdU22pW3FREDVX1N2ZZ0yT7H+rRRLouOacQkhbUV\n+0gi+CfNeZscCpAnD8hnWUIOGCz5h0KEGtIBd0PE3aPCzOoM1LFf+z2QjyzUOBtKbYa3Lt/iq8cn\n0k9mQeNNA3XriR5HDworyAO7WEw2bSHYXApAj7HSuoRMWRmuhbX2rq7l4TLXrxqVHriLLwrG7/aG\n/F0XVpn9qjNevJ9fEkxb0wVwji4bqSAGTKHgvNJHEpotkAznpKFKV0LlsVZwI7HHj4AUK7QKmkVj\nMRcR6gBi16KEwpiPWHkyrvxqIVtBNcpN4AjA/FQ1UyHaJJZVAdFkJmDqK2BW6IvLvdnWtN2c1pfK\nYnmCHU65Vph9plInPgdIdVHd3voGyxS5I4B8IgPskJyiDzLRYSyrPzUd9GQf5DtybSwpTGd349hq\nrVZHXkGOvnvLtrNcPRbFNQIsG+7A9Z/ddrdRN+MpH8SPJZ33QR6zzdtgUQvB7aGAuoR7x9QV7UPL\nPMB94tHP/TWZHqgD8VFfMFR9zep6zuVPcyugcxycn3/Og3O/StvS4erKf1GQg7MBrpTqoQCrkl6c\nAxLWYtNYu2No2EQEXKZY6GcKw+Fr730ltwsA+6Mnyl5le7FCbtZNg2OOS2CY0jIK1Kux3AayymLt\novMb5xThmO1YoUHaBnk9kQjtRzKN9QXAJMIG3kxKd1afbJnLZXcCkO/AEMzkhAhZD5xzGrIbMZCc\n3AWaYdCcOvTBd09MlxdsDGpoG1XMENyqOKqkq2XVqw6DNgwlPUJHulNwzMs27jnngK7zvor8S3pL\nt9uQvjFgeMxV5CG/35qM2T1jis1jIXmM3mOA8lC5VjfL5FhGpiB/QPEFv6cAo7Wwu4b/R889BDYv\n+8ncdpthOcKzAc7FY8hYjZTLiiT+pBe+or4AUKk2qR7lV/0KIwrQzdBcujSU8KttdzoOEeiVLlWu\nsF2ZaLYLY0axymutVFv5W7a7/JevCue6+bDCr1nVy3LvMNuC2eNiIucE/OvumidJIdHMR+TpA/Ko\nQfgshdQGiqltSczFAuT/kfZBPrULNKbTyBlnET5Gesv/eKkOSxUtNd3TQDTvg1xrh4k6lxA+sN2q\nnIoNml58+/zmH33D33tLuFjcxotuS8lSQHtI3hlt8fo3vytXkcfqA9qgvOQEoDJHM1dwdfr4ZUCo\nl5dXK2Cz8fD8/PN+5bnv5a4aEaDDh1CKMgUwsQAOqBwqrR0bIl1WP21dCSfg9W/9EI/e+7KPsi6J\naB9RaOa0GJQgjlS+8BzUfGeBsjaZ59EwSjDasKJP1J3rc3lyoFZuKTSGU9ckPdcZqAPKN9zamYTb\notpBAHbMIvqsasOZcvqAfJbblZse9ICST0idDLIvGUpmlDuUoF8F/2NSafQ5D1JxpIMNI6rtcZMg\nZ9lllX8grI0tezDPQNxdlDDQpNWRvkdwisxpTuWltal6W2lv0r5jtR9PMzSpOWRVeGr6JcsSeVHC\nyW4HvKWgmSivNq/XwIsvZh/n8OETdx3A+fJKftU1Epa1+pqAjrIbBYfokFbCLUtUXdEtrx33480A\nK5ZUFWhTsQKcFzsVKArgg182YczdzMOOU1Pp62JNeGrgPlKfCfMa0IWN1st8Lft8wek5SKTmNrU2\nnC5nQD5LW7QPcpD2PsizC5uQzphtHls0qK/WwG5rRarzMUYeWJ+J0LzIPsg1aZlQZeBTgeNTgmrj\n6d51ePTxX/JbC9ZWkI8Nycda6b+NyfgUOxay79HPv+f27Dhm3ca4llhAHl01nMu9Pb4cGMH54UO/\n+py2o4v+zZdyH2dRFgSIZgjNYM3htsibwjPUPv7pV1J4UWLc8zetHiu9bKcFDXLab1oDpNiKLoG+\nWmJWq8HlC3Ao3R4G6svjHb/v+SSEJ1UmFbDO/kqozWkLNwtf2ZRGbisHOdkw23B+vz55QPZd45QG\nrYbcETMnSUdy1n50qYCiea7BoBJ/jOtCkDtYxPI0RFvgSoWh6lj/vSNSQNNI+89w3BA+ojig6wN3\n+OP8ZS+dbSYkA4eB0qG+yC1f3GOsqE51aThkVfzYE5dDIXfKivqRyorQ5+LLgZdXcJyWuh7YrIH1\nBnT/HvDiC951Y7cL0Bz2b7689G4ahLTMKVd6A90pqIzx2ab66ixlZeHITpfTUAF/1W3gEuyFdlF2\n1faXhupuHCKdTlMD5Uo8WXoSrMs8zRXxAmpZW5jtxhQTL4u91GeBPQfmmXLygAzgNMctU+6MoeMl\n7YMs5bj7IJP/V6yMVdLeaLPnwqhfw11f2vGWTVP4UYN206TpDZB9kGfKIiuIrWt3k3A8I8+h9Z8E\nF7GdHECd90H+mz8rPzU99YW1lg0t+JmzejwHvG9yNfkm3TuI8Pq//E59FfkmYPRYbhVjyh4ZJ9YV\nODm58BEUvR1dWm3e+B013vWKdNOI/s1X3k3DfJku/uHApVYjX//W9/Hofa9AUJiGRKbDGTr46nGu\nZwZJc2u2pNOFw/IeNG1nec0t54o2qIF3rkfxkbuhVeAGWNdXgf1JuSWetIcq+lytLhPl9AHZwegK\nJyw39Ey/Mam4WNygASPT1NIdo/cEnas18PZPjDJIHlMlPB1yqB5r7wQQvwmZDIynAMczG2qJycEc\nEHEurxjvnQeA6GKx9IqxpW8sHN/0au9UGfvT/6E6W2XV2nGsnmO4RCxR1tS2nVtWArBwsN36f0+f\n5jG4I2C9huMfP4luGgGW3eWl923eelc54Z8MQEOen5DyBMqmlMeFR1xOl1/KC4k1/AlQDMDMYS+1\nj10msYNir+TKsYR67QJi1J/FDYKyymP6fluTAXash04TfBXA+2g14Zgppw/IAO4WIj9jhFx5YB3H\nB9kqP/7HAMKiW7Sga0l7wkG/8j7I0cZB14mqMiNNbQAdq6PdEEf1Qa6JOVGoJjKiloTjmbJkOVMh\nxwGgDo8/8RHgRz8sfZDnQtOprNbepM6pQLsgnD76wHuXs+3QvIfU5abK4vA0JTy4adDVFfDmmxlc\nwxcDsdmAnn8eeNeGrTZfwV1eAVeXPp9zAsQe/8y7cqEaIuMJIYMms8f84AkA7shb7GwRYY8Deaq3\ny6rEhIENmxXAFYDK7Cn8f7U9KPNSzF+U5+trlWWtMBc26nZCdJOpw7/jeni7z5Q7AshnuTXpyK9W\n3Rh4zkxkwdexbe75S3qGLTXfUJ7GzHjHxITGhetyCm4Vty5+ZCGQ/+nW+tT03JXQE/lp/eh2HbPM\nJcHwJicSU3yPb6usqr7w11zN1ROb8J/dzv97++0cH14KdBvl2xz2bnaXl8En+hLY7Y2ywOhMAqDn\n1ryiKfKAhRNj5QSKMh5GOB/6CqisQDJFqnXGVwUFJKvVWqjTFuSy9KmqtbQpTNUrlWW0n9UWGsxr\nk6iRcvKAfNPPxrNIIeqQ/KiYlD7IpP7OKWx+1kmKLZiekj9KXEFeWizgadkxQ2wfZAvoFyvyZvQe\ns/BjrFKPBpG4HNLhyR99HY8++D6kr+ltlV1z/IQPsu1I+afoPLaLyeif/ofte/1ffHt4FXmM3CSQ\nn3RZB1IQkFebLy8Z/DnvkrHZeN/mhw/x+r/6Hh598P0elNNq8xV7IbA0KwXXzDRgT6+wSpcEucKs\nVfFJQ4Zz5DyQuuP+xq7mtlDYHl9HzDYkiE1hJVj7HNL28mMmyaAUnpKY7dtoixDvDngWnjwgA7jl\nwfQdLERwY3ewEHfmCQoRRtunWd+qG3Xwd/gNrK5ru2rnk5VQGcTjlqzXyXSNE4JjrnsMZEQfZMBX\nY7/3fvBX+kXRIwlvgykrwFb6Y/20P9W+ubYcskLe8kGeWu5QWxzS7lPKqq3uzuXWpYB8BowLs+NH\nTOBdNNx3/+r/Z+9NYy05svSwL+59+6u9isXivjab3SSbZLPZ3Lqnbsue8RgjjKEfFvxDsAEb/iMb\n8Ag2YA0gL4AtYMaADEOw/cOADcswII8gY6zF8sgeSbda3Vy6m80mm032wr24FItksZa33PuWG/4R\nkZkRkefEksu9eV/VKdx6Gds5J5aM+OLkyUjIVaFA89ISxJHDCkQLkVuYc9C8u2uB5Jw5UG4XE2hm\nChiKkC4J+rpkzc15yvwsaLcvbKOXuhZGatE2Nj+Fpd21EOr0EQIQWxwJK3rpxcESuM8CogT+4Vq3\nBVA62s4oUoXmACDfMCHPjJgTLABg8HXiBAvh/Ly8a+pWmWJQZoRyC4x7xVQotfHK+YPW484A2iYp\nUKlssaSAQdvEgREzXioL8uDxhyGvXgL29yEWFkoWEmJ9bU4vMz7TaRYUA3yA6mAwJk+KBdqgs/fc\nEqdTLHXBh5yMTxiBKa4XdV1CIoB/ybCp/569/ZRyz9jehjRfCOz3CtBsfl7bfRlwZ6cQYFpoHbm8\nhdVOL5WBBolZRKmM1FUWGoSagFIjecoVRBog2uApLeYZlS3PluUYRnNTX9Azs7qbBjDlnI1E7svt\nAe0xNAcA+YCu1fNAQoA9wSK/Uzy9UwUkN9LZDJPSNj6VpVGuLfcKVn7Td4Gv3xqU1ZmbN7K+uY/4\nDBR3ZZq6ZAtGnkcoC3J/US12Livjb6vQqa7rQduya1mqEdd4026DumCyq7Ji5bcli+Br3keWxdPM\nIKHe0xmNlV+zJgmhrMvLSxCrq+orgQsLxYdOTNCcPYmUNm/Kwpph2ZI1Na+CMOJ1GdLiKiHco+VM\nWSaTkjUZgCS+UaGBK8+vYOdia/LFQd0G0o13+Toysv4i9iBJ1H2AXLOCN6gGeSah4RtvY/D1+7OM\nzC9GRm0tPYwFzz8oNwD8889MJzNuhmqKsX2QCYDYhLDkYm21nW/DNEeTi7YgD199A4N7b1HuTwsL\nQTAfhfN8fstVfUar5kuhGEtxZf2Ylb2mVfPcu5/EWZF9HcfJA6pbV1OtsJSsWEoF3m3Liqz7uY8+\nx9nbTqGMxlAeKgCwa1iNM4CanaCxvAwcPqzCe3vaPWNcfFY7vyelZUHOp63Milv6nJ2hgAbGio3I\n46XjuytcoFU6wy0rZ1TU47NsziS5ldptI6fdSh5SxqZAmGUZ67E0jsYrWdcrUucBsn4gMGMtrlPy\nuFhEMvAs3hXAdFUdSDkxMimArSNYC3KDO7pZWDGnQWy12tgN+/jNU/tmK1m2MAhgsq/GobuyMBZl\n9k72geOcQUvgNsQzRrdYXk1RCpDjwFmoTiaAqaJHExuGmPwVgWbnZfnKsBtJoPwmGco33+6u+tof\nNoq4xSVgadEGzdrSjPG48G12/XhhWHFLQF1qdcrpJu62UKhrnhY2PwtoW+nG57ANYFuyMls6qkzU\nx0BsVwlTlqtrIS/bOKgsZbBchToPkG/QDMkzgQy+fl9FfEEA4nxLPAVqCHSK/gIkCZBbqIelcwjI\n+OKKxNx6HGyPivWpPDaaLONJm8fNhwTQUz7IuPpl8ZIe5SKS5Y/zESAEUdl8gCKSRyrV8S2twqeJ\nfIG0s/feGsffpCZfIqxSrkZ9k9M6LOvsHTdliQw/0EPfQm9Evr1dZW3e3Cxka0szlpeBI0cgMveM\n8RhyNM5P0qBloWRtzsUZ4NF7rJzFj7bammVMtwlplSXaxLB651ls3K/1U2ie7CILJBf65XrkYJlS\nII46BZBJY4GUc7mWHQhqxSrThpVwBtRfAHZGREIL9Yu1ok2LgoC9CmitCGbZpA61V2MkAWF8PU8G\nXCwsa4/kjSlJVhYmcywPygoINGvxrMMn5V5rGoSmUh1dm9hMHFRZZr5Z6q5P0FAfOdF9vbgEubwE\nsbYKHDsGLOgXAUfaPWM8zr8KaMtC4TXhxJsW5TwuIwtYE3lci67JzwXVOT/aQp190EMSc7fSTzO2\nwDlK7iLlcm6l4qlTAPkGdYyyRZig4RtvY/DQ/WRagGk9nbpCrItFC/WrA47JsoI5B7kJatgK7HPR\nqQKOu7TRqEjDV36Bwf236Zf0wj7IirR1BTICx4bQLmMWsooloe4w2GjDj3Zaejl5zr3zsbIiT8sl\nhCPf5iTFR7iuLC5/kz7HdcoZup87/5lhRW6BQrrv7EDsjIuHQz2RW5nFoXXg5AnFIztyLrM07+8X\n4BWwrcomuM345vpo4Epajx3A6lpsMxcHk6fQLheGDOn4OxezmXk2Mw2qAQnB6uDUqwLNFCCbm7RQ\nnvmh+V+Ac7phQeapNwUf5JxlqgW5xfb1Wo+nBY59xRoGx9MG1DEWzp5eePKX9HpZYjl/CacS551W\nJh8IrnAfNDDftLJctACSi6cALS5wsdbVNvRIkdWGLzEHyOtstLI+c12a6tQnVvcsnwlyoa4zH+U8\n3Ospt4xlfU7z8ilVNvNjzvJPJuVTMgDSJ5jy+aXSckuvYcAogea8jNSX1Nf8VF6RK2LBZiNvGTSX\nrOE1hlbnLMgkFjgAeGouKeSDXI1pdX26RP0F9ZJUiWZoQfbeN8L6E2c9Ft6gHddgvXMTB5Xmk8OV\n8aR59ZjBWA35+coJBk88Blz+TD3dsSzIpr7SKuZGBRL4NAJw8+WZerT42NpXo1rUIIg8e//tNl8g\nnXdVt6u2gGtK+WmB5Cb4avrN1g7+8T0X8PBfeB1//+oxvHfuEfwn64fSZaQANpav796CKjMa6SPn\nVD65sAAs6pMzjh9TVue9fQ2aRxo07wAQyu834wVDBRfAmpZgF5SiCLugWWYW4XzsG0WoM90yC7Hm\nY72UKI2WyHUoW7arUi2ALIS4A8D/BuC0Vu1/klL+bSHECQB/AuAuAO8B+MtSysscn9C9Xjprr8s0\nR6oG6YYFmadpnGKRs6y4GLYKWpvQh+BRFcx6y8wJODZlsy8ASfVRAiEMC7J354JipSpH5QlCgl5z\nXd4JYNpHocf7XFos+zRtIpk6beGzzqaCwLatyTGy2vAHbwO4pvIM9Q3nc2xc/4M7PgP2+nj0n/42\n/mxrBw///g/wf/+j38LvHV1ldITnfoq0dpd01WUzFr69Kew0sb8P7G8D29tF4uIisLSsQPORI2ou\ncV0z9nZLLgxlS7CTBsG7OUhAGC/U2ZZjDX7z+jn5qLVVGGLduoucbWXqhbN4aRfAX5NSPgTgaQD/\ngRDiawD+OoD/T0r5AIB/psPVaEpzRjM0V8qGSbB3OYZvvD1dXbpGvT5jQZ4VlScOHw2ff6ky63J8\nk2DSt1MOKpJQxqdCBzZwnA5yguErr2uALNVGrWe8uEf+euVfsIyPV5VyzK+yHi3wzNq9TTm9Hs69\n83E6v6p14srF8kuRmyorxLti+zbdfhfGe/jm4z/B4++dxJsXr+DfPnEYr772DbxycttTtgXde1Sa\nRxaXP4vf2wO2NoFLl4BPPgE+/BD48rL6QuehdYhbb4G4806Im29WVufVVVqXnGdx/4ie/gmhp5ws\nL6zyQujTL3r+e0/9sfmy9XL594pfKtWyIEspLwC4oK83hBBvArgNwO8DOKuz/R0AQ1QEybm/yTzQ\nAcPHEGJ6Vo1ZkkgcYN6v6HG8mPgY2WyeRL1r3UcN3YRV2aT20UEjof+bSED0VXtMJupztkIAlumk\nqoAaj9MzHqwluorsBJ2iS/t4Jsqr4+bAlbte5lyKOlr3H27v4MhkAb99bB3nrmwAQmD38zUcuuMy\n8OkplYnSnatP0/X0DukIWWae3R1gZwxcuwYAkNqfWSwvAyeOK9cM86i50ag4NYPSw4grzVACueuF\nMPIqq7K2Hmd5hLB566Tcbzr7X4C2blekxnyQhRB3A3gcwEsAbpZSfqqTPgVwc1NybtA0ib+5qvsg\nd4kEc20GRTmuZ/gfCycPx1dw6TqcRUUBZl9c3ILdzgkWPvK1UYeoS0DcWty0XnKCwbcfBy5+pN0t\nFmCNnySgbKwgyZ5BMatPRJ5cbiy/rFCIFD+La0hWvri2C9IsH+SqVBdkVXbbalFWE/m4tBr1vSYk\nFrYOYVdKjI6sYV9O0N/rYXl5J8yzCZBM6e6Wb2lzISYTyO1tyMw1QwJY1qdmrK8p0CxE8RXA0Uh9\ncpt1EdNVkZnxkwC+HMi2qmijbiHNQJFcbcNeUCMAWQhxCMD/CeA/klJeE0ZnSimlEKUqAwD+8MJF\n3LaoVDjS7+Prq8t4en0NAPDi5hYEBL57/BAEgBeubQECeO7IOgDgh1c3IQTwnaPKUf4HV1T4u8d1\n+PIGAIHvnjwMAPiXl66p9JNHVPiLq4AQ+O5NRwEA3//8CiAEzp4+psIXLwM9gbM3H1fhT78EBHD2\nlhMAgHOfXIIQwNlbT6rwx5eAhQUMzqi9wLmPvlD59ZEw5z78HABw9i6d/sFFJS8Lv/+pCt99RoXf\nuwD0evknSc+9+4lK14fMZ4/pzt53mwq//ZEK68n33FsfqvBX7lDh35wHhMDggTsBAMNff6DCX71L\nhX/1vgo/eLcK//I9YP0LDJ5T9Ru++a5K18B4+MbbOqyOehv+4i0VfvgrKvz6b1T4kQeKMIDBN76q\nwj//FQCBwaMPqvBrvwQEMHj0ayr8qg4/9nUV/tmbKvx4Fn5DlX/8IRV+5Rcq/M2HVfin6jH04IlH\ndPjnKv1b31Dhl1/T6Tr8k1dV+MlHizCAwZOPq/CPf6bTHwf6Cxh+//uQX3yCwVPf1Ok/VfyfekKF\nf/RTVf7pb6nwSy+r9KefAAQwfPFllf7Mkyr9xZ/o8Ld1+McQEEX6Cz+201/4keJnhYHBMwr4Dp/X\n4Wez8Euq/cwwgMFzTzPhFxX/Z3X4hy/a6T98UfHLwy/o9GdU/cwwgOHzTthNz8LfeVaFf5CFdfoP\nnnfSI8PffS4+vxDp/KcRllK1z/YGBr/zrwO9PoavvQk52sTgd24HhFD3K2Dcv+8bYUmk63B+/7vh\n9yPCkki/U/X/r94HJFX+Tjv8gE7/dRbO0j8wwlLNVwAGX7kTgCjCD9yhy39glzfShRE++xWVfu43\n53X4Djt8/x0AhA7LcnoWzvkZ6ZLIb87HgJqvhSjCbrovLCXND3r+byJ8761KPzf9nY/pdHM9Aor1\nygwLYZen8r/7iaqfGQaK9TALu+lc/vcu1Au/r+x7Z++6GYeFwNraBv7eWx8DJ4+g31/Adm8Pq6Ol\nHLjm+e88XSoPIcrpH1xU9TXDMPBCFubSz3+mypthAGdvP2WH3XQXj2T5PWEhJYZZ+LZTwM5O0d63\nngT6fZz79DLE0hLOPnAnsLSk7o+dHfzWLceB0Qjn3tP1v1Xjp4+/KMICOPfRJcg8LHHuoy9VuoG3\nVPi4Lq/SfytLv6DTz9hhAPj+hS/x/sY2qpCQNXcdQohFAP8YwP8jpfzvdNwvAQyklBeEELcA+BdS\nygedcvLN++/Nw71e4Wei3FyU/8jCYg/rR1eweXk791fpCeTXuY9Jfq3+IvNTsf4CMOO4a+IvNG9Y\neYuw0OcRijM3Ax99DENR+9eET1eNsmrzEsOjBxw7CRw5Bnz0XhGn04dvvqPPQY7gBZTx3OnUAAAg\nAElEQVR5l/II5D5MLk8rDDtMXXvLO/pQcgG7ndz8h45BHDoOefH9Ujk+7FybeUr51d8stcgHo7y+\nptLzP3y5/Bxkq2wsL0YPJliSQWby5fXE+3gFyyXkmTXt7gAbV4DDx/Ev/uGfYnDHcciNK8BtdwOv\n/wRxZhLKmmI9owQRYFnxeaU3WMR7ynJ6+viR5Tl+sbyJgtybP259qPpJieFbH2LAWJGlkY/OECGj\nahmuP8jomvoxbdMovzp8jfCF7V288Tt/il//3b+AD7+4jP/6G/fhv1l/HzvXVvA3xOl4XWrqUSkc\nqw93HRUmAtkXALOfEOpjJqPsxIyRchcj+RT3rDTHH3XfkdXl7+eV//XPIaX7qUCe6p5iIQD8zwDe\nyMCxpn8I4N8B8Mf67/9VWUgHfZL8NAeLbSwJ0UL7d7F9NHC1wh7KXtBLqgrH3wCaMfw4UMqJapPy\nR9Y+SlBmFkB1HsCxSfnjVv2bTIDFJfWp2iITU1gQaVwcqwBfjCwvPXlFkceMk5JQwchLFbPySU84\noEcpe0z5SDIflTPjLllaxqetdTLqHj/YdGZtCf/7K9/C5KtXsfBDib/z+RV84+nXIP/JADjZK7c9\nt262sZ66PCkZqXKD+Z1Rat2POi37CuDGhuLV7+sTM5aA9RPA0qJKH40KX+b9fVXW8CHOTpPLTrUo\nYVtLttTqC8PFol6T13WxeA7AXwHwmhDiFR33hwD+CMDfE0L8e9DHvNWSMjc3KDWxzzGZA82h6j7I\nXZhxa8rPX9IzLawgFj0nPahDBb0oi28ETccHWSTUHTaAmAbNEzjOMLGUGDz9JPCRcnHCeBviwUch\n9/SCtLcL7O0U17s7RZh9sTRVkRQAatwDrmWHav7g9GAkxvoXRk85XF2MeL1Q15lDMjeQVC1UYkvg\nK/Xei5HXtD9wFX6xsgL1+UsXb8M/uPUDPPdXX8eVq8fwiz/7Dv7jU0f9/DL5PjmNg9cpUMRtUqLJ\nRB0xt71V3I/mFwBPnVR5tB+z3B6pOcsVQW6OM9wlSifiAbLWNF/3FIsfgD8q7l+tw7sQUp6KKk1P\n01h8583YHaSDbEEmwGvURAqIXh8yP+KNAMWsRZhLa6NNZtTOMRZutuwNcMyTRshyYrtPffiuAscL\nC8DCIrCwpP4uLgKr68DhY+p6YUmV2zOBs/5r/vZ2I+75qlZVzvRbg58LvGvxq1G26X1/FSBUB7RO\ni7r4cmAE3b2+jJt/cxOe/Pz3cWxpEThpJPravQmLbohmAZqrgOTcEgyl786O+ukTM9DvAysrCjQf\nParmq7F2y8iszPkZ1ZqntG88Ye5ljXOUq1LnvqQH2ON6kkcibedumeYbVvB6IQFwo334xtvaBzmG\nT2b+OiAd0esrqxxJ8zHgch9kiwi9fRbgShbAKuRj6EnzLY6zBgpVSUoMf/wKBrccKUCyEOrx5P6+\n8u2jC6p8/UUFphczIL2kgPTikgbX+oSWHDRnFmkXRE8YOTVJAEknSUjYqyLJMxVAxFjFOXSAIi1/\nAmebtYa/OY+BfpmPleBd22NQCBOXaoGuA744cAhUk9Wk7omyPtzeA4TAq59cyl/ki+JHzTNtzz1T\nAeDc5rQGTSbA5qb6AYDoASv6iLmTJ9RGf2dHu2Vo0DzZZ4d76lRCUWcAMj1mpDEBosbiqwrmMlrF\nMHO46LLU4I12gPAx+n3tL0VRFytpWK5tk7m/jC8fV7QNcOwFClxSQJF5BMeAnih7yB4pWi+exlBm\nQR5tMfyhrdFLCjQv6uuVtcISvbioxr9rfd4d2yDa5WuNQR+Igwcdxs5HrowEfuSiqudCbx18ss0V\nW6g+DOghINRLSm62YHe7QN1VpyEw3DR4biNfQz7a7+jPMEMIZdlsy2LbljU4uOdz5DbdP7HlrHip\n3TK2kbsmLy0r0Hz0KHB6WZ3BnAHm7VGxLhu3XJ01qTMA2UdW/aqAW6JMHqUbvpHlkny5ZI7Js/Ae\njHOQK1JvAZhw/pzzYUFWJ1iYMbE3QSBfo9VvCRwD82lBFgKQEwye/Tbw3pu2BTmdmf7rWvigrDLj\nbfWj8kho67MJpJeAtUPFda9PuHBoAL2jP0ZQskK7IDmgNzfW8niHH1EVPiHG9CQ8evAgefDgXYwe\nFEg2YkP3ljfd4Z8CklNAUArQqiKrqgU6pg4e3T/Z28OKKI6pm6kvcEy7lfI4/V/F5zwrF6NPLM8g\nv0JvAQm5oz6BLa9cVclLSwowr68DJ0+qcrmFeQTslP2YU6izADnrPxmaFMKcoL/wnQWLNp+z9XHq\n1Mpbt82ymwl5PzM9JxX0qimMP4JMqsbXV44omAqOU8wFUYtD9/pSSgkh+pDZ5iEaIHOAzy1LAVSi\n7P4esL8LgDlfVIjChSNz31g9BBwxAPXEsULvjA0gPVbWIG76kQL2FwVC9YsBypGAmOSfK2anCZCL\nPa0HD5KrgeNAnSpakpNXhLrgimx2j+6crEqyFb8JgDtWVux7rYrVdZob81bW70SeofpGW6phW4Sz\nIrt6E577MS9ArqxArKwAR4+po3az4+VGnPsZT50FyDaSbQDPagbt4+LuLarViR+8ST7IB436PoA8\nHzuv4fM/MnyQ64BKJ66p6rOTagPgGIhYqLrWh9nCP8HwpZdx9uaVAhxHL7gaVHrXo4BF1erfAADL\n3Dm2NmmevX4BlpeWgeUV4NARHbes8uyOlcU5tz6Pix91D7LjT9iZQng4Bi+buLckhwNOAsNfva8/\noELp4Ub4gL8sRHk3k5kcgte0fI9r8WTaoI2X44g8+/v7gBC4d30Z5979pLAid41i27fuyR51njLE\nls3iuI06N01N9iG2DD/mvv5U9soKcPhQWD+HOgiQi7s960dRdcflThwSxQKRuqDGCuzaulqHctPF\nDbKo5/NBngPy4lwRyDgFatNyXE+BGZNeNKgPEKXwiLqnCTDts1KGwCYlu+TK4ZAJoBeX1W/9sPq7\ntKQ+NLCjrc07Y2BnVIDnXe4lWkOh0mYhwYoc3Ai6K7i5uGd9xunhkE9WyobUB5IBP8AxQIyNWRLB\ncIPANah7Q7I+Ge9CQODU2mr5fksB/U1aj9vY2DQlJ3aKcfkBgTFI8GXHtI7Kj5er9iW9DgLkMqkv\noxgzQfSkQCJki29l8M2JO1Ak2DrV8kGu1eQxO986/COYiB4gJ81NdlOjQt9WrMcJ7ALCIuNqCJ27\nvtMkJQbPPQP5m59VBMgpFLnSldwdGiI5UaDXOpnDAJP9BQWUMwv02mHg2KnihI7MXWOH+MlJRP0i\nrLexZCzk2ee+eX4Jm5jUfN4i8fWKy1nB8huTnkIN8Hpnayfndfb+25vXva7vdNuUDJIDoyO1TsHx\nwoirAtQdmguATAFiK8rcmfkx8Q1Koa5YkN3+y60vIq5va/e/Ye3x+h83RZwVt+LmoFPjnwLV01aw\nYbA9LRJQwK7XL+6BVIAsofPP+L6uPC8buk/2gdF2cSKHhTFFAZwzi3NufV5WZXcIy/POSPlXW08Z\nPZZLt05B1xSCX3DNcq3RjB6ydEHrSPW/7+kAG+bKBajxNdnDsAGr7Ue7Y/R7KIBaVX5V3RCocpwe\nMfpNy/rcBs8pbxjmAiBnw1/91SEJ+/QJCeTnJJvXU1W0wUconSB+MM7cB1mYFwRYrtMNWdmsL01Z\nUwHITRKNmOlzkK8H8m2q5uDelRLDF17C2ZOL6Rbk1CkxJn8tgNQwUHfZZS//4ZojHPoFwuUCRB8+\npv4uad9nEzCP9fV42/81wqxOgQV8+Mv31UkWmTpkW1Bt4wHKZjKpQ1UrNSXEdbVIBc4Nr80cuzpg\n0aAJgLuXlc//ubc/wtn7bovXrcqLfNOgJkByXV/mJvm11K7dB8gSRcNJJ0EK/og286a5YUWuRkKg\ntQ8CNEnmwmD5h9ViRod7Cx0AyEzFBJE+zXEfaDq6zBQVnNVLeablqdYknvExvqTnjvk2qYlFqJW5\nOAXs6bz7e+oM1e3Nctlev7A8Ly+rFweXV1RYCMPinIFnHWbBs6NfqtW/VD3X3EyVoayOTtGSdTtK\neCnVZJ3ZprJ1uVTSkSWA3NXR5FGiOhbT1PxOHgmB+w6taoWdvqtiFKvicx1TJnhiBMpPWZp+CS+W\nprFRaMBg2X2AHCTjjssv42bhG5i5Ok39HORSZ3ksxuYLME0Jz9h5T7BwFWmSKvAtLYbFn2asx/o+\nq1JlrkwbYC/Is0GZnKz8aUQ2V1VcHKTE4LvPQb75o4Jf6aMTVoHiDzUefGXyfDG6VuUXKEdN5T6V\notTwWFMl1Is9meuGaXwGANEvLM3LK8Dho8DSadvyPB4VvtO528YklzH42j1algwMvZi2NyFqiChL\nrwB5XJ7V7kx7GXkEuL9O2xL15cr6SAJ+ANTQ09wLm+rlrjPrCiCfvf/2dCYxgLMuKI2qL9H/3HxU\nF8A2bTmfkSV+LgCyaXwp3WP5blWnZG2Wb2c9fP3J1RU9KNSVx0EWmeBX2GEKRFeWwcQFXSy69Lhi\nCnokiaCQzqxpCuCYy1vl3sp8kDMeMdbIrgzJxvSggGMskPdQlH6T4uQNCzxL/dLgcmF9PnpCh1eU\nddkEzyPNwz1tg7PyBnFwykamxTmddXdg4iuStxYNrsPvbo4UtqjLrytr6TT9j5umGeg4FwBZkXlL\nWA90nJsv/k7swpoxrzR9H2QGCFhWDsOamf+tA5IJ62ivryxM3nJNkQeoV5FrZGndB9mnzjRvvFm5\nVcRQ8tvcAKTE8Icv4OxxAxy3sSlnp9EqAEtEWEuboJCACnr7ot2+m+wrq/Noy06TUD7PyyvA0jKG\nv3wPgycfU8B5YaGwNo9HGnzr69y9zdCjpJKMs4yXKhByrSDKiICsqD52hFYFs4ZbRkqZVFnnR2P0\nMpcmAOfe+rCwInP8mgShZhmufGq9YvVL0pcYTG1bfacAmOcCIMuIG6/KfRYzP5h54nz+E2/aG1Sm\nWgtpYFGrS71ehyzIHjnXy+7P63M3xUZoW5bQ/2U+yJlMDiDHejHUKdP2UG/r+DiKd+26BMDp/h6w\ntaF+lz4DPnhLZxPKz3lpRQHoI8c1kF5RH1nJ3TUM4Gz5Ooc2LDEbGicP1+6N9IcjK3+3KPSIPxb8\n+9JS44FdIXH7kvEFvagnNlN+ktwF62/Tc0FHnsbPBUAG2nkw5Gv+cn/HjQA564HaKPE3Xjs+yML4\nuXFGsBJfKpjOTEzVglyFZ1zedk+wiNGBsbwkianT1rOffAEkLG6ZvhMMzv4W5Gv/kgbIpouZb87i\ncEKoTAbUU2djq0hkeQGQHwGQ0HWmQFyAH5vGWecCZTgdPLIGD91rF8uAb+aykaUtLimwvLyiPtN9\n7JS6ltJw1RgVLh97u4jvm5DuFYB1NAB1QTJ0P4PP544FraMyarvgGvS44XQMVPWeQ6v5PXb2K3do\nNatY5FoEfSlW6zb0aBqg1bW2N0TzAZBbslREs6UycoU7svNphGZZjcZftGuIRB9yf9eToY3BOk2r\ndFsUoT9771QA08F7sKE2beJeT3oZR+fPQIwJkK0qxQBdNxJMGUE8Pm/DZMGRIcvXbY1bsSrwa1KH\n7FPdm9dgtfXCArC0alidj6m/oleAZdNdY3cH4b4K9Gd0vRg+pWgfgAXs8egH10JmT21dfhQQ52SX\n4y5tjSAhcJsBkIPU9DnJKW4cdQGiKyupLtRGNlA+Vd8ZYKu5AMgSEqKFCdnf1NK6EnMPUKoS3eYz\nPwc5mRrqv14P2OuaBTld5nTPQY7UL3bya8StomGd6lKMHJ1n+P3v4+zJBeQnWEQv3hmfBL2qlImi\nhufzKAA3TVDP0/CNdzD42r1GDAHkAAJQ6sj9fWBbu2vkJNUJO0srBXA+dFT97fUNwGyA552xrVjU\niRYuuVZeT76Mt/UkIbuUHgAtnDxOA+WsjXgvGCZ4EHV6Z2MbgMDCQgGThr85j8H9twOUK+UUTtUI\nUgh0tvGBkViaQ+PhXADk6VuQdQqRoYg6CFa9EInZridNN695c4rSRRzN5BQLimcHxl7Tk13UJO1L\nS0V+da3QMyAhgIksvqaX/binXFbZSBkuRrIuYh6pU8RZ7VIUCVv96lFNfqU+4KypghhbRPuaWSxQ\nyeg4magXBLe37EK9fgGafcB5pH975skajAXXqmvAyuvGhzYAeZQLyATKLwpmlyb4NuS4IDnakg18\nsL2NvoCzbhR9Fz1a2gKGPreKTO4NqkVzAZCn280MBM4CoXW1kQ8CdIQ89ZzOOcjZZFRzcmlybur0\nl/TiKzpb63HFDhGeso371HUMHBvqDJ57BvLdnxsAuYfy400kNLNhEHBkNUptGXCntSdtiNSTN9di\nmhE3vl1gyGwWKOAqJ8XpGhYA7asXBJdX1e/QUfW3J4pj6La3gbEuG3z3IqZzHSOFdcoBUPZFJsIl\nazOTj9zp+XS0y4wmE5xZWbHmgsEDd1o65yXaAMFNWXWrWpXr0DSsxU27cBA0FwA5O9JlKqJAT1F2\nvGf2PAC4ePZEgeIKQJnMXnMc9XqBhWLaxNWnYwCvLjVmOY6R1cW2M63FE3Xmru8UixRKAsZ1UG5q\nWSc/ZyVPrX5rgJqoHyurA20hjQ+iZOUBNbaWVxRYXlsHjuuXA/f3NHDWVurRtnpRkFQzsn7cKRY+\nKzCEricBlC1Q5NlI+OIMQ9i9h9bt+4sAZUJKyFm6VtSxGHfJ7cEHaGekZ4cAsoSUgm6DuQKdB8iC\nDIBr/MZ9kKc19uvKCQJkCtib0YJM9sc13ziWDzKnWxuU7D/cpjlzPmn4/R/g7H1nmgPIVUBvDsYS\nynIgMigjo1jAE8uzAX4lni6V+Q1/8bZ6ApcEZqsCBL0WpRSdaB/n7Q1Ddak+frKyqn7HTioAvbio\n3DQyoJ399lOfslXoi6hj56r18dWROhHk9sOHYD6hGf7mPAbZSRYhfr5x0TTg6xq/A4KBOgSQecrn\n1XmgLu3IblDzJPqADE3+BmjJQQSTr3Qp3JSGSdjXrGohDebZajvH96cQACbqhSzTqkw+Uo5coJIx\nYQ1ZMdS0qwf1pJ3K4wXOsRRpoST7jNELsWtKigWbkBPKt7cDbOwAG1cMvXoKMC9r4HzkuPprfq47\n+7nW5hT9AFj14zZoVZ8OOJbqt65sYCKAxSX91crs2LjcpSkTpoqokzSqbvyy+IrYIaWcC1xTTs6o\nDZpR47Yi9GzjJA+H5gIg3wCdsyK+zafjg9xB4izIwvlbChhg1GMpZd/dqUVlIDx49imPrkT55pUy\n2EVsIJoT1gLP6dLgmacgL1+0gRZZrZQVqWGQ65IPgFJ40i3ktVhX4MeVTSKprZhppQYPfcXL0gp4\nN9g1KAgkYzZBOi4DwJdR5FlcKoDz0RPAzbeprwmOR0X+zMc5f6cjpi+q5CE2KKVzks2wwAdbm+hJ\nwPbvFxh89S51SbiRZM2Ze4w0CeDngYLg222L7uO6mQLk7KMawpgEqDZry1LPw5QqJTXNQacffGqx\n/UmAnFmDHPEkaHaKGeBGlBPbIy8edoA9V5Cc7BP1TgLHddpkivdkzP1fZVLLfQ0nxSkW5tMKFsSw\nSqTrYPGNMc3qbNyj8EqAwQOSmubnI1aWB0x6H7ubaZ6MsWtMdFsI0C++walKTLvrPHu7wMYusHG1\nyNPrFZbmlbXiwyd7ewVo3tZ/97Kz5gmZ3HF0oTom9PHm/gSnVlZRtvRnk3XWXm6aVKqljsEa1mPW\n/5mjpnx9m3hBsK2yDVEnLMhFn/Ajqw3MSUmLG9sHeRvoEDM+u30Oclv9Y9kImHSftZUHnm0ZijhS\nPshPl3UJWpVClND2U7McdwwcZ/kqTf4Cwx88j7OPP4wcHFeeHI3FnbSqJZCvGGVJy8qwqlPWY5dp\nCkgimFjFE/kFgQRffviLt4y5MwI4NyQ3T4/2SfYA/Vgys06kAsD5MXSalpYUYF5eBU6eVtcQxsuA\n+u/OKGGDUUV3834QuPvwoaKt9f06/NX72opc4V5pelnSY4HUxB0ndcEmZ7l046YNaluW1wmAHCLZ\n0ikW1W1UPmvJDQvy7Kml9qesxyTmNUBLBg4Ekb8U1fa4EdYfOpmoUJJanszRfpRNUgfBsZk/+XOq\nUGXcc5DtDGk8K1MdQO1aAa1EFMd9Ib4LWQDi8EvlW2IXO8d72idlrLiPraPKgK5fMkirArgTQf/u\njvpdu1z4J/QXFFBeWQUOHwduulW7aGwboHlThdl6+dofzIZQYHusrNd3HzsMy8XCvd/y4gYfTg/f\npqQB4GzVpOrxcKm+x3XAaVc+nBKgjgLk8oiZGwvydWJc7rYPckud0OsBMuWIN88WrLSgRBZviErW\n46CsBgFGJboObqpIOvv0kxByoh6tUhbkqLf7M2oAUDd5uzlPsv15I+uZ4mrQ5uZC6zF45AEynoyY\n1nrS+JhJaUsi72Qf2LqmP7OtqSeA5TUFnA8dAU6dUadoZC8Dbm8Bo01gNPLIDuv19mXlFrK8tFQq\nM3jwHtiDdIr3TkzeaeKPWODcAVeJqtRRgGyTbKnTW7EgXy8IudOUaskjgoJIFBFnINcTfTCocqU6\n0BpVd+J1ykUvHkL9ch9klAFy1eknLxex6NeZ4iwA3DQgbYifry0kEH1UXamduHJufKIFlpQVwT+a\nr5O/caCmM4fKSKmsxtubwJc6rie0X/MasH4YOHWzekFwPNJ5HUtzSb9yW7y/uVXcWyTRlueCaUzb\nBvJFjTM7PSw5kKMpINu0BbttXTw0FwAZUkKgF86XyhZtWJAPmIsFU5WD5YMsiCuCV68fBsiJotvf\nTtHch8+/aFiRu0Jzurmse7/HLkwaHw+ffxHfO3u2iBAizfJqElnOs5DWBcdN2RbYvD7wEsEzy06V\nbUi/4eu/xuDhr/jzWfHCiEyRNQ8kkbu/VNrYyfLntbOj51bWgPUjBWjOLM1bm8rSPCaOnQNweWeM\nY0srzn2txsHwl+9h8ODdKpyv9THjLQ3sViWWS9IGyiyX6HaRwqOpci1aqOcCIEtgfizIcz1ZHRSK\n7ADTOCy4SdqxIIdcLDphQQ5xbUAqefO4kalyZnjjTNtyHOJDne+pLmD7IOs4q3hgEnKNibRCdsa6\nAJwtS1lLAwA9VY8Q9gjyTLS4ennpRN+4Ya2HdfpEl81ZRPKvNbxD/agFRMuI6QedJwfNn6twr6d9\nmteAw0eBm25RPs0jw595exPYGQMA7jqyXu6jrF98fcepGDWEqHshxKjMuPTanmGgd+MAZ6g5YJMG\n2x7gmvL551RgOwNXjbkAyG19aroVC/J1gpDn2wdZMKFAv8V8ZrpzFmSaGrceN3J/zqA1Zg2MU/kL\nYPDUEwogZ0CL3Ji4jy+d5DgljMXMk4c7IqzUnTXQQxUwGKIUnjHW70heg298FWX9YkF4TJ94ysa6\nckT3XSiN4JsB9VAFoqYDF/hT+ug2295U1uOMMtC8uqY+cHL6NqDXx79y8jacwgTY2VZljCPnBl+7\nh9fBkhszpvW9442L2UAGNiKW7YfT0bg2gKiIAcx5YkVLcYdpLgDyXPl3H8BBcpApqaeSX9KbNQnm\nuk05c0RdBce8YPWbGD7IIWskUH3fUWe/klKWtZgCKcDTpgQQESJSPwO4NKKfKYvJU1lWnOgoovo1\nhl9TupOUsCEy5ctJ6ZPab12+gvO7wPe+9gBw/BRw610qIbMwb+m/k/0IuQkW79qkgWzV9uXUcPCM\n4M5drop7OKtwKr+WrMtzAZABzM8afKAMyPyA67YPchzRRgzf46EuA+S0QdecD7JgRB+Ym8CmWW5+\ntejhiy/he7/3lwrrse9loiqLZjKYqQs+K6SlkqtiLO8W9Bv+/FcYPPLVSH4eK28litg41JVVAqJm\nOJI5l40FQlU2ROW2ffvzS/h8NAJOH9V6SOWKsboOrKxh+NElDJ5+UlmVtzeBLQ2wt7cNpRm5Id1z\nPYiNETUuuCc33nI+CrSZ79zlQBlbTDtgNkp2InUTIBsdKwHIiYQwerpZDOo+YhA1LScHCiHjYNXF\nJKJeoaq2cIrFfFPTlZ0iv3l9ypNNU33DxYLNCDpd5v/ZeZmgXY6J9J2kUfrcbKSsoB5OJl+XhqZl\nn/dAKr+gfrrfoo9W80CSVL2BgNyALM66zVJEPukGuE034kGPm4/rLyf+8/EI6wsLBYgTAtjfAzau\nANeuAJ9+BPx6GVhaUa4Zq+vAidP6JcAtBZa3NHDe24VV/8rQgHva0HA/kkUi+6/J6bSt0ywqUHcA\nsgOKBZXWREdQPCT0boy4MT0yrX7M87XQuR2kbvsgt0SWi0WbfSwiruupMPMTLFIfnyWntdA/nbiv\nBQZPPsZ8atpDFkZNmEils4DGyHHBcdJHMeCXlbQGBCxzydQMv8GjD/r5J+sRSXnb+hZbRo+gJd1c\nCH0UYx1lZGTFS2nOJs1rwTb5uWNTYgKBO48cRQmkax5q3ZPqq347I+DKFyqt1wdWVxVgzlwzJhPt\nmrGhLc1bWtcYC7ire8zYcPMwZVi3Bp3GWsKLuPwqOC4CKqdQ1ZcDawDuzgBkFhRDfaGyDERnRQ6Q\nNo3OElDfRp+xik3RFJ6CzBMJEyDnkxba6WyK59wMKkLRNvx9q4Ljqr5yM6dsvAk1Dnu9AiS72dw1\nLs9iTFihMla5ALlySADiKx+yHCbqY5azyviARsTiEuKXAvjcfAKo9bnvKHms4ApxGmi1eWtY/e7o\nzo4xdwNAlCttEiV2d3bRA3D/qWP2/G5l5QxpEwWCNzcKpZeWFWBeXQeOngSWV9RRc5lrxtaG+oIg\nSYFxEI2DqgDruLzeUj5gbwLWqk8EYtNqUmcAMknSuGjiMHyXt7soUH89RenETNeZI/lmiKnCQfBB\nTibRg9zfdyMx/X6uL2+q5yBXVbdpcNwJYFwfAA1fehnf+zfuBfqLevhRGxLnLxyxvg1YqMqcAcxM\nT2k2n3WkCjAO1TPpq3ER/BItusNXf4nBNzIrciw4ZWSGiAOYKe3K1SvW+lyKSr7XfBoAACAASURB\nVNDd3dgFdTLBF1CylsOJyxKkwIdX1VnKR9bWisxO1uEb72DwtXsDeuj6ZZ/QvvKlCote4ZZx9CRw\ny51K360NBZo3N9T5zJl1t+kTLXzk7UteRvLsGNNvSKhByZWmWbDcLYDsbvyy6ElHoGbp5iM2o3N1\n5EaIDlJdGiDRA2TmV1ZKbFl2J+4AhyIQgWmJCWeMK5MKjqN1iJVTlUwEmnpvmWWFeou+v6CuY06x\nAAhgEEmuVZNjQYGxmGpy4MsnKyjfZF5xHmP5mYlGMAQWc35un1UAxBKGIYYgX/vFAtvGgHoi75Du\neZoLfsvrs1XOLQPAfHLxzpXLmOS8BdFOWV5mUHpvL13f7DQMeVGFF5eAtUMaNJ8orMyZhTn3ZXb4\neEnnybMm9lGlT7ib5eFphxBP1YeWxlVAb0NAuVsAGaAbtyUTemlzmiomR8dmXDu6zo7ounTbB7ml\n9nd9kN01roLcqBIt4PGpWI+5NgkdtM+meRPTdAhRa+DYDCcCN42NB089UQBkysUiJLoSNmeAoRnl\nTqjRC2VDFmMvODEzZnGehgjq7paPB3yDR7/G8+NADcueA+GEEsEv1nn62JXnBUexY5vIR7Y7pbtr\nTSOBA9hx6AJqAJ9ubGEte/kVbhmlw+ChxHUvZO3d2wWufql+WdutrinQfPwUcOvd6l7PwPLmBjDe\nQolKdQyNz9hNSxanQbP05aX0iEwjSACQdV0rDuSnpp17Lb/nmhZDtB17r1kZsj/6xs3mDD2G2vio\nyUyoouFl9lRnC+uh0ssN9WX4NW0BGU+LaqmZWrgCcPayaxscm/EVbjIh0izIQGEp86kTJxw5QDKj\nCkERQIzSL+OVcO8mg+mK7R3ix6psrA8p/KqQ1+paWEnTKRbENt22mSyP7tyYMRdxK8k/NvcB3Hn0\nKH0/JRvu9FqR3E6mlVlHLS0Da+vA6iHg5M3qvt82LMzbm+HTlaLJAMSpTxSiwLG5sQmDV1bilAyR\n3QTILlW578w+Fmon4gJXd16vPIeYbKRUL3MdCOIHYbd9kFu6cchzkF1ZabLjcjdfn/Z8kGvo6sW5\nc7IxSKZIYCGy/4TyQf7tfw2iv6AO7fe1TRWLrI+iAEsKv8QyVfan0rwgdHcX9pT9NZfXU6/hq28y\nVuQAP8HkCQKTmsC7blsAqA6gEy2VFW0j+/v7gBC47+RxxmqmLodvvF3/6WlqO+3uAFfGwOVLKtxf\nUIB57RBw5g7llrG9ZbtlRH3IhNDHa7H16Q3CgBRJgb6MHjkt2MXmAyATRFp/nbhQe3keyjSr2A2a\nMrVpQQ7t1NNkx+VuqT6tUA1du1DNqVmPa5Kc6Jf0hF+GMC+YZSZlTaOsCrHWX0pOqYyjJ2XEMmX7\neJfKmLq4FnXK4mjmpxibc31CW2SbmhJP5pGmya8OmKeI7BM3g9nOnI5uvNGPOYsYq2QEHCrVOdba\nKeB+XONv/niIW776Fu664x2cP/xtXBnfhqPrE/T7fV5WnTmicn8Zuk/21bnMG1dUUq8HrKwr0Hzq\nZmDlXmB3rNwxtq7Zfsy+8ZQ8tipYmaN5e/jV3fQl0NwAZP/XCIvWLt+/xFbeYwSpv5y132lTI89u\n8Lr0QRa9iB3yfFiQ2/NBbsmCPA2aGTg2V6hw1sHT3wL2E10scjkGaGHVTDDrUo9Oa7ArMkoPSweM\nRvF2AayTxj16T9E9ZtGXwODRr0fw1DoFLTyUUKr9mI0H2feidKnCDDhOsYaSwDnEKwYMaetl0i0s\nsD5ZwRevfw0fnr8Z/cV9vHbhIu45fYrVZ/Dw/UZaSK8EEJcMnM12lIXlGBdU2sqqsjAfO6nOZN7b\n03muAZvXFID2yawDYEOUPGaMGTLyHmtqLZkbgGwfn8ZmAiC0OwWKQZw1GGF0oObDWm170CzIc1mX\nGxbk6RBnaquo66yqWWmMt6FoiKfIf1LuAz39kl6S/tl8yM2joU4wwJMRZMnLjkmUmjGlYxIozvK7\n1mKCX/JQdoCkxcNTrzr8fNY+lxXZfpEbj/wyMBZCmyNfP1KUL++edT4XFQDfZLhMf/DMc9geb+Nv\nvvbPsLa4j2fuvpO5nwK8KgO3mHpw5Mk32la/SxdVeGkZWDsMHDoKnL5NxW1tKLC8dQ0YjZz+5sBS\nQF8BJJ3lHdUmRTh1KqlLc+Msy+HOzp2qdtAAMkPDN96etQrTpygL8nzQ8PkXZ61CN6gz4Dhe5vCl\nl9VLOX0DIId+BrhWcb34shQfgbAc+HiBL5fH9+LlBnmZ6QjrF6N7xbYYvvpmgF9AHzjlYtovWC/4\n87hxlA4xbU/y6/FxvrpE95fDp2fHra4U5x6fPnbUK0ute7GyIn81dI9up50xcPlz4OP3gLd+Drz3\nK2Djqjpe7o77gQcfA+68Hzh5RrlrNFk/btywYyq2nWLmMCdPIs2PBVkP4BjfY7eUt1ma3nkcJIAc\n9TzjOiIhDgxAvkGoeJ/O8H4Q+X/AZB+i34fMAUlMWSrSGc8RT7JLlHxCRqKLBPUo3kcWr5Asw72C\n5cHkr9oW1mJNWId91mTXahtryY8hjlfImhzsR2eckefsEmMxSLqMpZrBJ8oNQr+gB0CY/cJWNxVo\nUfJdHYlidZZe6n4xx5YU+ni5S8AV/eLfwoI6JWNdHy+3uFhYmDeuAiPzaLlAnWLqEqyfyy+Rf0M0\nNwBZ4U4ByTRS9At6WUJbjZrflAeBJNtG3fZBbonIUyzmk6b2Fb0b1CApy8vg6SfLFuS6VBVoVZlH\nU2R5F/saslJdNWLkR+o2ePyhsh4sSHLdHoyLKHkRYIxM88gw9Yg+xo4Cs5FlWB2JPBX4fnzlCgSE\n3n/6lBMYPPyVaL4WVQKJsTIS5JJeFBLY3wOuXVY/AOj3lQ/z+mHg9nsVYM5e+tu8qtw3vO2e2i9V\n+hEV2zCeOgWQvXWdF2OmnBi70Dm3Jh8osN8Adc6C3HTfRFrSgjv/Ouldpi7orgGJ+aGQOveoBdAi\nJ9kqZypXAaR1wDELPFNAncuP8/MzZUUs9NK4oB6HUm3bSlsgXK/Qve6cCuFVgmt3r+U6xJZqQ5Mf\nwcSJevvzL4tAzovoRw6gJ78cWKEt8jRmzAQt34E0l7KTMq7pkzL6fQWW1w4Dx29Sc08GljevAeOR\nIyPc7uG0wL3U2KaDpznyQS6fY9xJCoHKTgGsEPEA//r0Qe4IQPaC1rh7xPJBJotUABGVaQ7u6w7p\nOHzxJ+k+yKRPHyqUYeJCv7plKB6cfnleeNKIdC8/Ii9Xt0Bdhz97g0+3yqKBtmDqmFyvij7roXb3\n9RWZz8zD6B6th8B4Zw/vfPEFej1ACInLm9sY7+yxdR7+4u1AfSl/ap+OkW3B9pVbHnRajM5UXObz\nPJko6/Kn54F33gDeeVOB55V14M6vAF99VFmaT9wELK0E+s2RCZ8eIT09fc+NmQTqlAXZR3PjDlvy\n9ahhRZ61BboDWLBT1FUXizbGCMdS+DK4cfNww8ZQB+sh94GePqu1qn5WMeORemyZVLeMzAKWsvly\nZaToV+LBWLUq88sCzLjPNtOlZGHnc9N91vbQOui11GvLZZ7mMAv2pyCspQJsI8a0O6eHO85KX8tz\n19lYWbaAP/7Zn+Hs7/5TZA6Dr+IHOPfnv4v//Km/SNcpA6CcrnmmkGsIpx/XFlS9XHxg5Ak9caiL\np/b39CeyMx/mJeW/vHYYuOlWpdtmZmG+Cuzu0u0UtL6744sZb03XT9NMAXI+f4TGm87ceQuyRPOg\ndqYgmZd9ffogiznaqfnJ64PMjTcvJq7aJl1uyw7qJgQGz3wb2Bmpx6ALi+pLW3UpGuwaQJoCyz7y\nAUFOVtTi4GcRBrkJTGJ1yJ8klh/TWz7IVhqzebDwAaNATH0aaQsPII6S5dbRadsYPaL7ILwZ+8Nv\n/h7+5J/fit9/5GEcWVsFAJx9xnQbses7eOSrRTjXI7JNMp3YMR3ZFpSrhc/Nwgon6BoLTgH10t8V\n46W/xSVg/Qhw5Dhw5k4FqDevqhf+Nq+qc9x9Mists82vzZ2wIMdgwDaebMfYwJKpDUA7K5A8awt2\nZZqlzmmy43IL4pKxPqWrEOaXYvGrItMKTqnvguO6i+PeGQf7++pretlXspLIsRinVLeutaaS5blB\nGZRF0suoYjvF6MNafF1rr6ELoyKbQMpmNjp+hnHkA+LRAD1BPyoPW84W9M7FzwEAR9bXCMUyigGK\nRlx088VYu418nJU8Ghx74qKBc0RbSKhN++XPgcufqfDKauG/fNvdwM6OBszXgK2ryoUjRaZpeTbr\nU/c+dag7PsgR1oTGcWcVNYJM9WCVTlwTfLNfB6jbPsht7KZiz0BOkx2X25dLRFyXKekc5OB9F3tj\nhnbBkWyaoI7cR0mkm2/40k9UYLKnLMgC6b/sgvJ5DJXz+HQG/T9L+WN1TJRTSvPxq6JDlsQUZH0h\ngeErb/B8SR6GrGB7cm3BlCfrRciw8qf4IwfakNOf0z3QtsF6OfV554sviPzUecPqN3z9N7QepR/h\nixyje3I/cm3j4Zf049uCrReVNh4Blz4Dzr8N/OpV4MIHaoN/0xngq48B9zyoXDNW1xl+EWMu1H4V\nUHMnLMgxlB3z1iRR3Ky4So/0jFMs2qJafs2Ir9MNC7LBUkSCqjTZcblb7IMS66ZkVeDT9Fjz8fPK\n6vKYNxbFfQ2QK7U1EZc9uvXxE0ZeM1vo1nBZpsgqlUuQY5Zpmp8vj5nXbacM5Fj8PO4AlI6hLme/\nrKX/Y9MSZGRlqPplAeu0hlgXAt+64xkzIQs1Ie/SaISj66tleWy/waObgN+ntorunrbw3T6pVnwf\npTwxcq25ZD4BbG+p3xefKvC7vq5cMm67R81pme/yxlW/C1nzXhUWzRFAbt4HOenJDHkeJcU00l+k\nyyDa5MFUtNs+yC3cNUIAiHlBL012XO7m66N8kDsGBCuNWSb/XG7sfCTyP4Onvw3sjvTHQhYh69TV\nAx68ZWIXzJjysWU4YMcVYD/o4UvzydcU657BPPodfPMRJw/DLy+TsBMh28lT36r9T5WJfbwP0HWO\nAe9CFIGkceR2RBaSuPf0qUImBdwNOYNvPEjPU5TuSQDWqFdJb8KlIS/PlWNIAOSnoNm+CtSJdO+o\nMCFsXlPuFvhIfbRk/TBw6Ij6LPa+PnJu46o6Ws7rjkHUocb8ODcAGRIQvWYXPYobO/fF9vkkchKf\nNkj27dh5Bp3DUHHUhtIich5Kkx2Xu259BHPdMZoGOJ5r4GyAHCHUwlHVgpyzdCa2lIckqaA14qWp\nchlHZkq5WMtllQdDqe3EAkWmrM/6Rgnn+JXiDbDsk0/xyMswY4YDTj79rDTPRiEKTDK8mbIb17YB\nAdx382mla1WAR21yyM0CA3a5cAoWCarsaTNW/4CgpA2Aq44A/URWFidkXNHnUy+vAocOAydvVkfJ\njbYUWN64AmxvcgKQtHFgqDs+yAGSyYdxR/D0xWWTv5RMTo4ptwOmJjWJ1n2Lpaw+Tjwg/vrzQRaI\nO+ItTXZc7ubrY/sgV7yxmsaa7D1AbmWZrB0Bx7V9/9yfZguB4Qs/BiAgJ3sQ/QUIIer/IDTuTsgv\nIvNn/6z4cFkFpo36x7QT3HJOGpm35/kl8I+UOfzpL/y6p/D3tRPFJ8i7Z+vhy58PykD7ZJui1L6y\n+ofQ043ruXGc36qKf+fCZxBCYGVh2dCDqI8RN3zt15H9kTgH9Gzdgn2U3BYR7Wf1CdVf7thCuB9j\nxx05ZvRvZxu4dBE4/xbw69eAzz9VVubb7gEefAy44z79eewlhwd1/6bR3FiQ2/BB9kjTf0U5Ootq\n67QKoHm+VR/RH5AjzRohIdrbxMyE5rlfGd1998205o425WRrUUb7+8DiSnWZdR6vuy5nPqJ4R9xK\nQmTZUmXFWDgZvSiy2imyoE9mDiw8eUMWMLLvtACLHxXH8Cnxi5ULWqZzaWUufUku0jJZUjRmQNB5\n3v38c43FCGHe/nP6LuR+6a1PTB1ieFVsCwvTMLzdJ0WsdZniE6OXz/pO3PtbV9VPaneMQ0eAQ0eB\nm+9QJ/pk7hib1yKNWjzNDUCGlFNa0onBnooTfVbkmMWsFfeLCmA3fyxUpm77ILdAInEi6zh5z0Ge\nRzro4LgQgsGzTwG7Y30O8gIqb3bquFeYZaLEm/Nq/PyW33W+R/Q+kSUXEAecVa1zVBkKnAoMnviG\nwcvXFgygoXQyZbF95OhD8iHIt0Eo6RMJyClw7O1jpy2SljOiLIAN7OL08aNG++uxwektgMGjDzpx\nFcBxKc7tZyacDDwpEig+D87xcPvDrSNVZ8/4SyGuvUDEA8odIzt/WQJYXQXWjwKnb1WuGVsbGjBf\nAXbGyerMDUCeuTEzBSznk968A6o2gPq8kpj/7iQH7rz1L6FvF8Bx65SZHg2a6HOQ69RRGhfRfDxA\nIkZWorFBQFhus9GyOGtYyGJmkQFOzKhYHbj80W1hgjdPfh8gdTcDyaCYS2M2H6UygfFSpS1iiAKU\nOm4ymUACuO/MzcVaXbJqwxPvk+WJY0FpYAPg45WnOTxSIAgrLwYc+3T0xAfL6YQUnqNt9fviAiD6\nxct+p86gyhPgzvsgZ3UyT7Fo70m3tP4E87HJDQDLLjzOn1sf5BbogLlYJJ2D3CT5bgtyrM0JwJ2a\nlRoYvvhjJW+yD/QzC7LxE85ftg11Hs4PsfTzlCvJc8sxskLygvl99YJTxgmX/C6pv4F24v56dB++\n/HpiOwi/DpQsX319sjjfzWBbRLRTqE+aaAt2jNn6ffHFNQDAHSdOJuk+fO1XRjyne6CdUnX3/bxt\nW6GdYnWhxlOT9WpCPzlRluML54G3fgF8+I47UQSpWxbkkpVeXUn9olk+9tAMBiWFR0b7WWnl5h1P\nzdxs3zWa9w6dJbnjKGFcTXUIdni8i/w/5AtA9jKOa/LLLD0iZJ4z0q1HqqwCTHHpEWNGuo/5pafJ\ni4T8qXBJP6awO3dll25z5FYxJz7/69HdrbP119HLLJMBGSqNJY5f9p8k4m212XBAVGW3CKn/cxdq\n6tG9VxYh181v8iP72Obx9qcXAQgs9hYdJiE9MoDGWFIJWVHt5LXM+towgh+hjnXt1Z+YW9z28p25\nndLHMXDDa6X2JEqoj5UkUmcActAKX+oEqnerS5cQ8V8fDbJrHL3Phjz1uC59kA+QBblVH2RqzFS6\nHUT3wfEM7vPBM08Be2MAAtjfh7jpNsjdHWB/V72ksr+n/soJvHUiQWTEJFjCpwkTp7U4RpYznrRK\n95EvJ6DUL7L8qNy7qPKsK9XZKDP41qOETgltkevgxFnxmjeVN2XI+gBJzpsBrTFA2+1DLzDWGXz7\nI3IzUNbv46tXsLS8UN7MsPVS7Tl47Gu8PEYWzc9N8/BwyRlPXn6lNAOwNzEOuIxUfqot6mKuJjaE\nHuoMQA7RJP9AXVFbG79JSCkgIiY8bpPHpicrK9WxLft1mHSADgrQb4JKVrobFH2jxIyhKFDd1lis\nyHfq94YJeAQgBOTnHwKLyxALi+qllP6i+i3oqX1vzwDOu5B7xTX2dhSYzslj7SHUiDD3lXmlNpmL\n4Vlw5Ogi3TQKHFfXIyZ7HGCpoUMVIBorr5TfY+GMLkNsbmL0YUG0AbJKaYyeOm5L7uGuEyeKezik\nO6Wr1/LKxPlkkTy4NdjVj8nnbedI4COFfeMFrZlZOjdmohcOWJ3rLca1YT001z2AzNazrU84V2nA\nQH4poc6TnHMK+CAPHrp/ygrFUhvjxJmIG5Idl7v5+gyff7HbJ1lMDXxWkDPLTaMQOPfCj3D2ycdU\neLwFjDaKoWmBhZ76kEh/If8rlpaB1UM6vAj0+4XFWf/k/o4RpkB0LqAcHWO9ItOYciYAoUCAdDOa\n/AjmMRY9ikJfu3Nku0/7zYVt+PJrGDzxCM2Po1JbOMV9INGnPyXH5RHDywdMSItehJU0Iy4b15ec\npVLrvruzB0DivtvPIHeFjNzEDH/2JgaPPQj2hT5HVnQ7xcKQKOtoACyGgL0JTPN0E6ya6c49GbuJ\nY2UnUExb1JTRPYAMme9Y9PvLAETh1uv2B4/hYqXRYyVmt8ImtwXmp001G3dmVPfOI8hacJuTHZe7\nhfpMi8jx05W6dEWPNFKjUCB/IYX9MppUAHdvBxjLomzxnyqwsKCtzgo0i4UlYIUA0Zkbx+4O5N5O\nAaD3duC9N8jFUY9pXxdYEzMBgCCNxdtIyNMJ5pTVzqcnRaZrClfG7QfX3cFdxELCOUBDAhBCnps/\nJIcqk9qPLlB1dfJuSFxGbt8T+pT0pIHix59cAgDcvHac0T3DIIR8iHIZc3yyYJtqJ6pMaGPB18vK\nBzeNaf8mp8AQWOb0qKJLFDiuj186CJA1+W7KvDVq9jD1HfEoloEMB8U1wQP0u+2D3Ebb691Zw7Lj\ncjdfn9asx02M+6mA6or8OnBff+/Zp5SrhPlGt5cClq39PfXb2c5zF0V13oVF47cEsbKeX6O/qE7U\nMECzzIDzro5zwWs0GDXycmWlkzGGd6oeFcsIlPHv4MnHFLM6bUGFfTpWqW8ug7GEcvwoMBhl+fTo\nkFHKBofR8d1PL0IIgX6vT8jyA/7B45QPsgewhiyoXr09JlEKVNex1pbS9XoXjOP4ERjIt0lgSYMy\nDmyz7d4MBusQQM4sxt4s6ZNJQ1jaq0jp5j8oAHleLZc19XaL5kfH1JFNx5FP6uo0+TSwpY/mZuxX\nGCOdqJeA9cmk/EgnhkrWTk+9S/s/oy/3td/ymMnaX1BgeWEJWFiEWF4D1o8VoHp/LwfMNngeFy4c\n1P4z832kvrxW+SzmlDGaAVkRbr+cvxOIAgo+PprMtoCpRshinHhP+izknO4hoGptciL0kcZF0LeW\nWI+pclr3z8fXsHbY+AKlTxZXLxeMUhjAA7S99WIBLgMIq7aFrw84gMtZiH23Rai+lO6SiKPkxupe\nkToEkMNUnIVMzR5ZHk/bNAKWIwpnL+nNO13vPsjCvebHXZpsUb7K23k646Y1H+TgxESkzwR4zhk4\nFsXv3Asv4ey3v6k3bvAPS05vEoC5CS6A8ND+PrC/DYxdK7S+yqzNC0vKhWP1MHB4CVhcAkS/cNXY\nHSsAvTtW4R3tvuEDJ+7C6iOfNZRkIGg5nCziLcIc1+rY4cuvlk+yKPEhdOIeTZfy0+ryejsR5GlR\nDL+QFdRMy8vrQesdtwzjUH3zsjyoGst9PHDTmSLCq7vNa/jKGxg89vXy5oRpMisipF8MaKbAcY22\nUGEP8GXLMHJD+vp4luKZDUGqXjVOn5ozgIy0wwS8gDii8WP5u3EHxQd5bqyBLtXaAdllhXHhm5wp\n2S7mFWa80LmdpyYu70rVMPWnGLSwgchobsZMwhjpTH2yMWOGRbx+PitfliEI1iIF5bJ04b099cMW\nZAmQ9RR4XlTuGmJxGVg9osILi7rsWFmfdzV43h2ruPxLUhV09QFtsk5OmlUuu+TbL1+6XKs/uTah\n3IYh0OLqKYhMVjACbXL+7SFg7ALEIIj0MCiNWx/oYzYxOmrjyhYkgHvOnClvBIJ+23puyy3PWlap\nXglWT7YLiH6MPaYwRZYPG4X4hSjYJwm6V6Wa/GYKkKWe3IQFGDxTlPmmnhXvbICybCYvFyw3DYx9\nCs0ryQm40zi67YPcAJW6r2p/ehCvC6DryospovN04gQL477vLDV5H8fwirB2DJ59Wr8Yp3nGfofZ\nexIDsdhb6TFkrMAhlUyeUmrQO6LF9TV4XliCWFwCVtaAxWUFqif65cHdMeTuOL+2wLMlVJQuyYi8\nTTKi6hQAkURWAYnvfesxJt1BMKG+CIJT5bbIpZHgxKsDY1RK0okWXeJvUmitpfqGqe+HH38G9IAT\ny4cLkMCNfUL3weMP8XWidPW1e7RlNBJIltqCk+UxDta1JvvuK+9+jNG9JMuDrUi96iHkTliQizoH\nKmMA33jmFMvaWyInzk6SkwnEgQDIBwToVyJn0cvHZ5O8nb9Nt7XFr2P9yIHjroy3WelhWafIDEU+\nkTJuOEAE0CdEuCJjxj7Dn9IjACQtyvyfsWlbnyWU7/PiMrC4pCzPK+sOeB4b4HkM7GjXDQ745VUJ\nWkGKMhxYNIlyGQidhsH2hZtBsGAg/wJhqL6QcRtWHzjKIqwNQwRAMkGqVwWnvqW8HuCnk9//7FP0\nINDr9b3LeUn3kv4BoEvdW267+/rEB0rz6yb4xWIhs20j7o1ktxNOVlglPq0eOAY6ApABRPVT5oOc\nClOKsaAnAfLNqCpEDIRMTp94Q3beaG59kGsQiyldUFuVaTdoNucghxbAjlAb4DiVp+fLjcMXfoTB\ntx83+EbMiCHXidLi78vMyeCKSCrSSaIsSJQMZ+M62QPGe8BYg2ez2MKiBsvLhtvGsgLVmZ/z7ghy\nR1uvd8aA3DeYO7pYKjljOaH9hj/6mTrJwgcsrSKRbWEn5mtTaYSUQAmD8LLovLBg6gtvF8dbV6lE\nRz4nw8uvaIsrkxGOnDiMoi4uoDeZmZsItRYOX/mFsiKz8hhMEKNfnkYA8xI4ZsKxssgyznpvgmif\n+wmnm08PX9+zZXg84gfLqYixoO4AZIuK2lonsWVjlmgn9kvU7jUtplmahuW1kozECl/XFmTAWhAE\nig1WVV7Gn7ivy1Xg7yt7PXdliabYGI26aRgXuS9rjbHkPtqsc3INtaB5hVNlEmW45cz07Pg6bDrY\nVugXBpeBpWWItcPA4k0KPGdW550R5M5IA+eROsbOa63SF9KnpCFfGPliLaslPh59nPQc53ILpSQK\nm3Ofyz8E0ryA2d0MueUchmxzBqykjqzJ/gS7kLjr1tMGqEjU3WyUYL3S9Cun6f9IXV2g24CsGODt\nKxNbNjQGk8B7BfkJ1EmAzNYvP8WiW1TSN/sudhSSryPYWU2qPmr18Z/Lc5BvUIg64YPcKjELwTwR\naUUWqu/2d2GD5ERyF1+gmbnJsbhFF/JZ0NhiRr7YqS/7m7lcbDvYcGEBhk+8TAAAIABJREFUWFxR\nn+9eWQMOn1BhTJSFedcAzuOxAtQ5OI4bc4NvP+aAMKK+konnKmYC89hTEkpAMCCvZDVmAJe5YXAt\noQAhwmOhZPXw9D0DcL/87CokBO44cTPKLymZunPtBwy++bAjAHTbmnq4bRGzeXDTvODYzVOz3UOy\nKH4JQ9UPqhN0N9vTHJMlIJ1vD5OpMwDZNx8U7+Z1EyCXaGLu+qZohY2WFWHZSeZ50OlGG3SSuLHp\n7a4p9mXdeycHyaLgZRixEGtBtkgaZRGw3CSy5o7nKvF0UIJrCQvqEZiXKL2FmUCBFamtzhvq893m\n5qSvgfPSMsTSKnDouLI4A8rCvDOCzKzNmcXZ0iWyvrl6HsQhS5mj+GXfpWVlhPraAk0IAEJCZw6E\nu4AspFNonDKA+fwnFwEARxfWUQL2KdbLqDK8HqzVt8SLALDkyRnMRsXSIwQ8DV284DgGD5iANABO\nq+ouzOsYdF5tHu4MQI6hucFqUgI9+vSHqchO+qgF4F/M8t2JFX1gfZCvE2rEBznWajBtYsf/HAFj\nl1d2/wlg+PxLGDz1BArQnLIp1kxcYEjFw2Udg5YZ0GRGCCJfnpkArlZ2z5wVtMwRCRyIAWzL02Qf\nGG9qX2eDHwWcl1bUU0RtaZY7BnCWEwx//AoGTz5O1ze4SZFGHtaEyFr5sqZ3WQY3HLmVWjMgwSUD\nfnM9Iq2DjfWjDb4+vvoFlleXIMy1OabdjbThT3+urMgcqKfagpRBgF9XrpvmNm+07h6A6Zbh5HF1\ncEG1b03w8a+ie4ifFMbcVo26B5CpjUyW1HULcrbh0ucgdxU/lMlnrdBHvcl9Or2T1EKr5zdrs7Ln\nY3wkUJ37s4l7e9bguPX5KTs3W4NjFmxqMoGCzQbWSsQutj604slKFqEAFMOf1YMB0ABKj1KlcRHq\nlxiwZkZm/DLgPHL8nPuLwNISsLiiPst95KQC0vt7EG99AnH8TAGcd0d8O/msq3k0oTwFxszkCIur\nHSCsfF6AZoNTjmUceDPAeY1+vLI/wokzxwoeEuUx4+ORRwq6T0jQAhoskzoy1lQOdEe0O82HYFAC\nlzXumRIxbRxb/5IsZiMWA74TqXsAGWDnUTkBet3U2CbDxULdHxGDrUlqcnAzvLrtg9zS1iRqM5om\ne1abqNZ8kOuM9br3yazBcZtkAOGzzz1T+CCH6kZa9UKAKs+I6DOWWR4GLwskaB2C/a3zsSc8eGSY\ni2no3vUe6eXIiPmYymQXGO0q4GwC9YUlnH30QUhIiENHgcUz+mMo2YuB2wo0j7eVuwcHxMyLoOXX\nAB0U2LJ4wmg3o2LBzY8tsrwfk5A+P+NsTFDv7IDQnyMGXI5HY+xjgntuvQWs/zGpuz1+Bk88wujO\nyC61u5PAAmZjnFFlYgG6z1Kdy3fa3XeaBbuZdjdhBCjm+FXR3eQR/RGadOou3JTGBi+PkxDMhys6\nRY6LxaxAEEv5rhaw72BCSynBfSykuzTL1k6T3alx0QRN04IclX+KLdz2JliDZLX06EUh6uMjTiD6\ngyWMNSeZHFCZ9PKZZ3EvkV6UWWASFmexik0L8TPn2v1dYHsX2L5WsBRC+TMvrarj6I4eBpZWFYPx\nCNjZVsB5vK1eLOSsaJwO3BRvAm3uq3K5jhGC2L5SaeQ3DHz9Yx1hFaOH0f9mFIDPPrkEADhz6CTI\ncc1tHLI0qs1Ziy8B6k1A6zueL2YMRutOgMcQLyofCT6JDVaJlwGSfRuSKrr72tYq4wHqETRXyGcW\nLhbu2hJFk65/alqSlyRNJkCvXJfhG283Ir4dal1AY7Jnpenw+Rcjc3rGcdNDvMZ5lTOnad3vQvkg\n54FgJwjkrhgitgyQf4gk/yBJnfqZvJDAr4oOZn4klBVEnXU8HN0r81O/4Y9esbNKqazGG19CfnkB\n8tP3IM+/CfnxW5BXv1Afnlo/CnHmHoi7H4a49X6IU7cDh08CS2t+A4Yp262Xq58vLam+cMp4+JE6\nEH2XrIdd/vwnFwAhcHhhLa6+TNrwlddhjwlCd5eH0//V2p0fT+llqrR7FX5EPMc/pS04/r4+iZ33\nHOquBZkg8wSUtr0Wyhse9dnOKJGU1bV0oDPCFejCW4ld0CGZZqlvmmw6t4i4ThZVQRvByDDjG1Si\nC+OsCzpEkBBCGaIE4O+DzKKWLSgJJlXLwhhZxsvLmFVjrchVdHAfG+dPzBLKAs5YcB8v17CCC5e3\nK1/T/h6wfw0YXTOaTwDLq8ravLIOHDmlrM+7Y2VpHm8BmZuGnDiWQvKxrN+imcuNqS811ow+0CHp\npgH24k40e7oeAtjdhfij/wHihZ/gqWsbeOjkUYjlY8BvPYO4Pi6zzUFYKT4r49TZ0p1WtSzL0IOr\nKtUWIQuzqx+Q0O4OQ0n0cS7Ladv8RX+TJ4ErvE8TCFlWOoNTYm9ThuYKIE8mM3pJj2pkX8MzVtcy\n3wigHAum26LsJT2Hrksf5BZks7mpyAarFPZB9gjjkuqOUXYzRsS5+Zq4P6rymPK9OXjuaf0BjAwh\n+yzv2WYme9QZCep0Ueei4iMPB9ymfIzEd8JGSFYsmPWBcNdfO2/LkHHDyOdkVSeQuLJNMUxfZWnj\nLWC8Ze85FleA5VV1kkZ2dvPeTgGax9pFA5NyvXIxkYCLrK9bVx54C21s4t0JiE1FDDh26zSZALfc\nhMl/9gf4Py6cxyMfnsej/8XfwuTv/o/ALafpcvmfMriHAAZPfMOOK+mOcrtx+IGSFZ1GAN1YwFmn\n3SmeoftHOA3htkf0y3lOfMQ+qe7npucKIEPaWK1d46a0riJtx7oAt5thwG7US3XE6jCNhbnpRp4l\ndj0w1HYD+sCxmRbQo63x2TTbuQDGZVnC/o+m0uIfgzKdxdBkJ5iEED9rEY1sNxdIR8kWiAIYTpFy\nPs4wQUxgJE+ftcvY1JSABmPRy3WiQDPUSRi7I0h8WaQtrgBLKxDLq8D6MeXXnIPmbQ20t5URhAGE\nZJ1l6cJuJ/KsXpsxOWw54OazlpoBIexVe3UF8t//K7j61nnICx9g/fcGwIu/An71NnDLzVa5siKi\ndEkll+tH1NvKK8B+kTVkQfWlxQDO0CkZLv8SXzj9oAF1zP1DWZEpGWzbu/ExfVQfbBwoH+TmXBil\n9YdIoRNdZdjHaA0pOg2fzcmEPNO5kg/yFNQ9sNQwGCv7IBP83SifDtMCiyFAmMxvHsBxLhSAwPCH\nL2aXEUWE/tk8on5mWSOq7NcXwyu7NONjdXc3ZTF6U/KEzZPNBz6ft53MvE6ckX/4o58SabDLwdGH\n1MnsW6LM7gjYvAx56RPIT96BfP91yIsfQG5vQCwsQZy4BeKur0Pc/lWIm+4CjtwErBwCen26LqX2\ndevo6Gnp7tE/y8C1mTfO5luoUeS7uLUDLC7gzPop4IOPgHvvYvQh+thp4+HLPw/rGK27k0a1K1kG\ndJpPJjV+rHYP9LO3LoH7pyQbtK6hPo6939g2yAdHNM2VBVlOyqCzeStysesgNzCxmxLmAxul9LrU\nujN21184PMgkrD+zJVcJwSdNS4Xa/CownPW9kM/z5qQfaRU2J7Okzaooheyn/zH83PFiPG4NkvOY\nNqpMaHxmRhBGL8CZu2PuxUw3IpNwroVRd0G0Ra4L3MamicpCPfreG9OW5uVVZWnOPnSyt6PcOMZb\nwGhL+TTnTx9ca7NrLTRkJusuUT4Nw2gfN29JD/e0DImPPvoQvX4Ph/6r/x7yL/42cPftBovIPs5E\nZaCLs+j64km+jFU3SyvNN0z7xHwO2oyP0p1pd8s66+pD3D/muKBOq7D6kNDLyRYVz46ZNJovgNwy\nFgQq9ANHE6ksr/ueD2y4L+75KjcrX2TmmLckH2TjK2AdQXtzTM2AZt4HmWLsEcb1adPjVJQu2pPV\ncRo890xxRm7sPeUCgZpNJqQ01toEfqS/p7eAAbI8YCKFuBeTXFmx44r05+Vp8PS37AWFAiYm0I5u\nW/Mi08UF30S99sbA3hhy83KhyJI+dm55TX3kZGFZvfyXg+ZNYG8XZf9UA4xHLZrc5sBIJ4+Pc/vK\nzlCMT4ErYg+Df3QOWF6H/E//KqyGj+ljox6DJx4t65KsO4g+j0kjgLCjn/dT1BbPKu3uyCfHLdG2\n1EaQBPPEgCE3EB7wa4LwmuAYmDOAnEJ22xg96W00omHJ/BEt36TldSYnSeg6TsyX9CJ3ezF8vdGN\nbVOapesLh9mUiJs7LKQ6dRKIaytOMJuhexOuWUIUkk0rYpIeMeUcoGeVdcld7SXx16cDIStYLWJu\n9pYxFvwcUDoAM3YTYOYH/LpTbcjqK/NPY8uNzNLcU6dnLK9CrB8DTtyqosdbkONNZWUebwNyP25t\niNLd0xa+JcJo0/3tMR7503+CQ3u7mPztP1KfBncZhPqLAvwl0BmpuwX4fGWIjU0J+Np1LW+6iPFe\nVXerTzOgbOrI1Rfl+rh8I/qxnEbwBTwgvNqcN1sfZAlrcMZUIdbQWjCU+bXF38oniQw1iXAH6SzJ\n0kURlu6JHBKQUvsgS5Q60WLKpcUqJYu+abRzqtKc9GcExZ+DfIO6RsMfvoDCtw4g/fgoH8SMfPlD\nP5JfrA6J5XL/QpR5uGxLvMD8pfiYujrMKV0omWQZOv/wpZ/asjldQv6TVJ19dSvx4/Sl8k7UJ7Wv\nfg752QeQ538J+clbkJuXIfqL2p/5IYjbHtBnNB9Xx8+1ojscnc26FGlCCOz+l38LRz67hCv/7V8H\nlpcD/UX1mZ1v+PJrjvwI3a16U2XcehhpVB3JMk64pIMgdAjoTsVnATNPqZ8I/d229s1dlP5OP5Tj\nQMgh2j2RumFBTjAMSvNtSC8Dqf+nz58oNjYSUhB56horq1iQyaNapgS02Z2ctiCXrBEUA9iZKluZ\nO0hdwOddo9YN+h0ZONO4/2JIlC70XOgZnFlWyxe0xmB2+AkAMsRPOAE2O5VgLNDUhJJcFWm3o2sc\nIPs6M7J4xgG3gHBVMtew4GefDX4kZcYdYbRTiJ+rK8r1M2VTaft7wNZVyK2rReTSCrC8BrF+FDhx\ni1o7RpuQoy0FsMdbZStWLd3LRfK4jz/F2p+fw/JCH/3f/w+LpL/xB5C/+71y/ak2yOUaBrR8jHh0\nN8eVNabcMnAsum79XWuvw8PSj+CRW2ItBnG6l45YNK3VslyWXO8za7MdRd4voU9il2SZ+jiyG/oS\nqJAz+nqVEEL+/O671bUKQwig1xMa7KsdYK9XpAkhcOTkKravjSEn0sjnlgNET5VH9leIIi6L76G4\ndv668Vn54i/yMFy+QkCcOQO5cQ0YjZDtZsndklKeT4vJGxuX6QEYcW4+J3zmduVm8cWnRF7mR+0q\nWXmeMhwfahfJ7UBB5EHWFojgp0fo4ZMQK+uQX3yUjWCPLJR5MflEltf8C0OuFW/GOWFrMnDKU+nF\njejwFVaRcllKj1Kio3NI94AMnxxWFiUjtkxCnmSK4UnMyVICkz0FSib79t/gHJ74mC5FvyoAtUr+\nYLEwX/OBorcc+0QtRryvDFWXmPpxOnJP7qgkRgDHh+VvZCCTHfn9BWBlTfkyL68rAL0zAsYaNI82\n1ee3vboz9SjpWC7/z//f7+OLQxL/5jO/5ckX6Gf3/pKZ8Y3Qi+NJtSd135Yfgft5cGVYPWLHjNu/\nZh5fH3jycnpx/UixtvSShD7+9ln43X8XUkYdBq/yx2Zsk8wNBbm5MPNKhbHkJJKvw1xtZrIO1Iuy\ns3kKt15Errk9/cGp20Q3eJ7mkigneasd18Kx2Voo7OHZvOzGxttBIKuaLdd3Jn79TcirwsPcaMQC\nzrb4eWd3Pn+pmLuIhtsl22PlFm+unMgSiTQOFPrGLfshCoB9Ac1VyAUrpQ2jtOsjjHhKrzzaWfwo\n/hRQ4qxzrrjJHrB5FXLzahG/tAqsrEMcOgacuk2tlSMDMO9sEwxRMKZ0N7NnUfv7uDYZ48jpU/a9\nbuno8KAAmTDboQgr6EC1u9umVHu6fJ24DKxYerg8OD6OHiT/TAahexbnhgGUTlxxxwBnDafyczzY\ntBzAOddg2lQzqTHPd8MHmdk8kEUCZyHHCeWTRCCLogj52SkW806SOwf5nSwD0vyEQwsk9XOy1JJR\nh2L4psmOy918fTrpgzxNvBqaQxoHzyn8/HmHP3yhyBN8okPxDpUJ/BrhB+IXkdeVW5JN8bXLilI5\nKi/DhCxjtg0h1NFv+OJPaH5U3Ui5VF9w/R6qhxtHlLHqS40Hri+YOu5sK1/mi+9DfvCGOqN5ewNi\naQXi9J0Qdz8Mccu9EMdvBlYOA6Lvl2E9eSt+o88uYWMyxskT62Eduf610qB8kI12F2S722VKemZx\nVh6znFsXT59wssy+d8eNd8x4wiWelA6+seWR481P6eKJ59q9AnXCgpxCkvlMackgZG5e8jRj15Fd\nZvmMjVG4OQ+SBZmqixE3oT81zRcPPgMIpFfhWUFGFYpiecOCXJnyalJ1bbj+Pgty4/dtFX7ZpORj\nGcNXFNmacqfL2qcWP0p3jp8gL4tiJdNZWGSoDMfGtQZ7yxEWPBdwJB4Rl7PJLtyxmsrPnFrYI8KA\n6Ha1dKT0My6ytP1d9UGT7MSMXl/5Ma+sQ5w4U7hljDYhR5vKypw9QvZYJi++/ykgBG5ZO2noYfYJ\nUV+zHXK+mqEURnxRSCDDJXD4ubKMcrkIw1Is3DKMjjGyXDDkO76Q4meOBd8XgFkdCpb+MraaUUe9\nWcfjwtBREG1Yz4rcTYBMgluVICegG7cCNbYMU/iF+QLd1Iga1FXOUi6dYqFo8PV7Kyo2DaDXlAxz\nQ5VNkh5gVUF2XO7m24w/B3lalABKWhE/LWFNylG8Bs89qx5dk/x9oFowWSKAKZXX4hcBpIKPf1JA\ns1nMrVe4jBDCVjtVVl6EKCOEA7KMtpH6HGSOH0clEEOAEQr8kLzy/7SuRFkO4PqYSq0fUAY6vpe6\nXN3lBBhtQI42Ch0zwHz0JuD0ncDu2ADMG8ofP28idXFhYxNYXcap5WNMnxD1zeRZ9SoA7ODJR0vV\nzoqwQ4kA7xY4pm5hYV0QZZ0C7AtuHhmUfq5YCtv4bnWv7tR4MnU3gZ8hyB2XLlB2dYyZiiKpMwCZ\n2hRkV6ZbRX0XC0Mm/GODLUX4LrsM5ERC9HtxHgFtkjmBV2m3xoF+uIVnKsPd2ZsTRbJJpqnc02iz\nJqni1nOa1ZyJD3IqZZOME5VdCDeuFKBBY6naKe0gyjxFLI9QHmq2ZMp46+WRY5QTgHNoQYKsvAhT\nRui+s+YNWW6r2M1KydBhAiIHEbCLjtNfFqB0+tXXp2R7mCCM4pfpVkF3CWC0pXyU8ZmKW9Z+zEdO\nAjfdAezuaMC8AWxvAPt7uLY3xvqtx7DcX9IiHNTnq6/PSlsKusAODACHzSv263ecLI5vSZcIGVZX\nGu3jA/dR4L2clS3D6WAWyG9aExybeZud1+fOSVZKqU6P6ApJ528eP2MLclPEuFgUPsgHlKR7PfOt\nTqPUiA9yh27D7pFAMw3k8hHaB1mnhRaDvLhwfk2o1BC/EuMIflV1cMrRh4ByamXtHVtfnd8sD0H4\nIBMyKP/YnK2ZDiePKPNw5Bf5nHjXH5TUwSlXygtHD1NuFd0NPiaNt4Ern0N++p7yY770EeT+LsTh\nExB3fg3i1q/gnu98B/c98KA6SYPymeX8X109jXzDH7/K1k/AOa2K40fVFY4uZF6CD9kHDH8qvy8+\nD/ciZNXU3WwjcgyZ49Qds1xbEOMrkTpjQXaJNfBIeF1iW6XQoweTZu1i0RQdFKBflcx+Tr+/bhCA\n66/h2q6vyz9CXum0ibo6SnsubIKfRZH8rHrF6mDrHgWSS5bqyDKuXkLaOCBj6HaPJUuW8pGPn0l1\nnYVKGPHS1ktFE/ysKGbhK7nvOfzIs3lDupsBURZrWqPH28B4G/Lq54AENs5fxNU+cP8jD0Ecuklb\nmDcgtw2XDNeSbLrCmHUy46zOoy2tLptyVQJWXrNueTauDGfV5vVzDf+0jk5cTD5Gd96qTejnAj/3\nnbOSdZuwxPv0TqTOAuSidupv7m4ykRALXUDIWVDSHTFrgFzXtSIjxoJc3Qd5Hojo0Ilzk8855pue\nD/KcN1QytVXfgu/gO8/oBV64SWVyAbEFuCoQBbBFDX4FE0pIvB4x9aqqewl8x9bXAQmaz+Dpb5NZ\nsz/SlFEC2Fmk8KtBgScArOuA7yMNMPK5QIcE6gw/EyBGfXSFeYyfBUyg6oD9T979AK/vXMSZEz0c\nWrmoXTIOKZeM03cYgHnDAMxhAD/49uNEfYj6UXq7fZIAPAXsrisRpzMFjt0NT2mjFALvPh0S03IM\nVboBUO5jgwEJjt0ND6FHInUQIBetT39Yrjkf5PrkdJBvJzQ1lYgJq8rLeRnNGujPguy9GYpj7Loy\n7uadDmo7tl0vYtUUkUBJliJrqNAgP2h+ZSFhPUovyAXKVdW9BL4j6+taIIPFlG5q6qEAprPyk/wc\nmSyodPgFgbHDjwLgHD/3BT3O4mdNvCiDaArQw+StwxPgs61t9I+u4WT2gt7OSFmYr2Q+zGsKMB89\npV762xkD29cKwOylzCjmGsucqmQXFGiFk99rCVXMyVudBYMENjHz+YazD8zGyCJ091p487Yz+QT6\nOAPL5AbMZO4mplGHkE+oAnpfLTE9FwtKpZh2liiA5TS/VNiGrOA5yNcLyQOF6zp5DvJc07QGh8Dw\nBy+EszlliOf6tXRonF/+SymW6ZBSrqruFXQs+dsqGr7w47BulH6+NFLPLH8WdPQv+YtG8HR8cqP4\nub6lbB2MPG5bWPkdHQx5UgLY3MImdnDk1BEs9hZp/Xa2gSufQV54F/L9NyC//ERlOXEG4u6HIc7c\nCxy9SR0xZ9Dwx6+UdTP1cetYag+uXp62NfIKty3IMk77udeN6hcYFyW/YEd3Ss9AH7M6krKcMZVI\nnbIgxxhd5URloq3LQLapSLf3GY+0yMcUEY9GzLiJcQ5yQ98FZ6mOhThEoXOQrxdizt+ebzpo9bme\nyFygKGI2y0J4k5N4tcEvekwaPIT+L6iDkyFa9woWbq+scL8JALKkn1nnyHay5i1ZtFXOLls7jPgg\nPyNv9Jf4pNMGkU9YLR2FneC4BkzkHn5z9Y9xaeuHWHxsG8u9k/hi/NdwcuVZR7+iTK7jWJ+ScflT\ndQ7zyjrE6iHgyCm1/o20dTl74c/kl7lZclZOV5avXqEv0QXLZHmM+yGLs7CNY6WveOydLcvVwxaV\nB8z2c32KOWxF6WjqyepYb92uDZCFEP8LgN8DcFFK+YiOOwHgTwDcBeA9AH9ZSnm5riwpYR/5BqLq\nhJU+3DwSEuarGtJhLhhhJCuVr+SaEK1Mt4hxsTjYPsgMtbEBmQqJ0vXg2afLYzG1egdxz1CJptsI\ng+88q30mGfGSjeTL+Ij0F63Bj8yc+vTLBMQmyIstk1jOLRMkQj8dPXj2Sb6Y0dYC0ulKhqdXjQx1\nwOlHCsRG8OWAGQD3vGdWTqi9ubK5TB1nglEISDnBcv8W3HTx38LLl3q49xtX/n/23jvOkuOqF//W\nnbCTNueg3VVYSWtFK692Vx45B7AlYzAO/JzBD4P5kWz4PT/bYPthcABkYxywwRgH/DAYDDwMNhql\nVZasvMrSrjbvzM7MTp57u35/dKquPhW7+84dec5+7s6tcEKdqtv97dOnq7F39KO4uOMb6GpbJ/WX\n7RTU8CBMt5g4CeAg0N4JdPeB9SzB1de+KXyxyeQY+OTJKH9ZGpPxBRqacYkANnMBkMpJ8HgiywCW\nZfCuAtSJa2z8rrkAIMEysQaFpZnkIVOHLd3hQgmmpbInlREa/GsAr5Tqfg/Af3HOzwTw46icI865\n8AYaO8pEjrnb+Ln0V9Uhfwz18PLz5VXTpecgNwNMVKDDep266bbrXcJ4tCLK9FcBWc3EmaVc7DDM\n2RVCrJq6Pc5AmMYcPipdvvJsfOQhKyk68GVE+Njto8uDJ+JL/6XTHX6Y+ZOISrcgS+9Iq/Qy9SfH\nI7ZJMpW34iU9lB/kW+vKW/bZOWmrdWPrkndjfGQDgq7F2NR7DbraNmCs/pg0l7Iuhb1xfWMWGDsB\nfmw/+P5HwAcPgAcB2LK1YJvPSdMxOrokG6X5V6YMKHwppyQIclIV8vqQ5z+/HvI+lOfH4HfZPnKO\n1baTaRHkmpFtlfsS/jTxO1Jh5MM5vwnACan6tQC+Hn3/OoBrDFIEeYaegbQPcgSSZVCbq9Ppljuq\nkLRY1hnKkU2x0OlypWbmNAPh1XSp+yA3w/4KdFg/dOl4wVdiLxca2HN76TJDKmBrM5d24d+R+8G2\nFGLAwC17IJx9BXtYvp6oslJSqjyNfV4kybEWKZ/EPXT52CixD9x6h50upmmzMkEEQVk5jAJwpo+S\nR9SlAkVxkZIpAx65n1AnA2OZb3wSo1McHT2rsLRjESbr+9DTfqrET3x0NgltA3fcG+3BfBT88FPg\n+/eCnxwE61gEtm4r2OYXgK0+BehdBtTaCRvldUH4zQhOIckg/KWRE4Nl2ocav6vkZmyExE/5UZZD\n9KPWRW5+ZH8S/AWPNVXlIK/lnB+Jvh8BsFbXOcUe5vsv5HlNvoNhlJJjzX1XdrIVBuRvQc1XKnVH\njmb4oyodNnLddNv1nk9rqICtzRxmofU81/PB8sXccZGwMTnGWpCVvCIXGSofutonnnAN/JkmAQC4\npE3Qwtx06c7b8rgo++RUCSMxQV8apIlhEifatLJku3KpG0KZ2ptMeZKVZMmYQLx1zyTemG9wCJO1\nYSxZsgJPjH4Ma3teg56OLeZxyTapwEQMypIgWpSOMXkyrGvvALoXg/UtB1ZvCl+JPXESfGIUmJ5Q\njEtKr5DTHDKpGbJvFf7K2E/rSg8bcrqEbJ+kW0yLkO1L5kYFyggeJtomz62oD3nKYS5Bj/jGY0+q\n/CE9zjlnjD6Sfuj4cWxoD01Y0lbD9kWduLynBwBw+8QkGGPY0ddovFYPAAAgAElEQVQNALhtfCIq\n94Jz4NaxcLHtXNILANgzOg4wYNfSPgDALSNheffyxQCAm4fDrVt2rwjLNw2dBBjD7lVReXAUYAxX\nrVoKMODGYyMAY3jRmmVh+cgwWI3hqrXLo/KJsH39CgDADYeGwvLGlWH5wCBY0IGrFtWAIMANB46H\n7aesCdv3HwvLm6PyvqNheUt4LXHDs0fC8tZ1YfmZw2H51PUA52EZwItO3xi2P3UwLJ+xKSw/eSAs\nbzslLD/xHMAY+s/cDAAYeGxfWD5rS1h+9NmwfPbWsLz3mbC8/VQgCML2IMjkHg88/BT6X3B69P1J\nAAz9554Rlh96AgDQf96ZYfnBx8Py+WcBYBh44NGw/wVnh+337wUY0H/B9rB8X1S+8AVh+ScPh/Zc\neE5YvvehsHzRuVH5wVDexecB4Bi456GQ/6Lzw/a7HwjLl1wQle8HA9B/aVS+675Q3iUXhuU7fxLK\ni/a9HLjtLrDl+/Gi01aH5TvuCftfdnFYvv2ecHxXXByO7/a7w/bLL0n4wYD+HZdG5Tuj/peCIXqy\nnbG0/dY7Qv07LgvHEz353r/j8rB9TxiF6r8yLt8eyhfLYEL5tqic5h4P3HIb+ndeIbQD/Tt3RG23\nhvLEstyOaE9eINlZISwzDNy8JyrvjNrj8pX68u64fEuW/6aovNu1vItuv/HmcHxJ+81Sf1V5t2P/\nEss8QP/OHejfdWVYDgL0X3kZwIGBW6P52yHOv7weHMq33g6AlycvKV9Won2Ifh+O/JwnUdyQn0ll\nEGVJX/J7VPS/LSpfcWmuvX/H5QZ9PP195+y7FGCi/li+psx5tizyXxEfn9LjkbksyLsikhe3Xy7L\nE45/qjLnGLjtbqKdp/Juj/pfHh9v7wY4j8oMA3eE/Je3cYzyHnTO/AVOjHTgvFN/J9Oe4afKl10U\nlu+Mjufx8T8+vsfH+zvvCe277KLw93eH0H9sCNf/948BDvRftROsezFu2LsPaGtD/yUXgk+OYuD6\ngfD3fOmFAGPh7hgcURnhG/sy5XtD+ZdcGPr/zp+E5Uvj85XYDgzcHbVfcgHAWXh+A0/Pf3fdB3CO\nF11yQeifu+9L+4Nj4M77o/L5of67HgjLF58PMI6Bu+8P7bs4ao/5k/Pt/Wn/uMwRnZ+BgXtieeeG\n/rvngdC+i+L2qP9F54Xy73kwkh+d7+9+IFu+58GQ/4ViGQAHbrj3ITxz+Ch8iLnmAJNCGNsK4AfC\nQ3p7AfRzzg8zxtYDuJ5zfrbEw+/fvCUp12pxXg0DqwE1luZMZdoYw5JVPZgYmQKiB/ZEvmyZCX8B\nROXkr1gn1hN/EclBpEcskzIYA9tyCvjhI0CjkfYNB5R+19WZPh48jOQx1J15PvDsY0B9Nt+PvB1i\nY1dNkgGDzIiHapPrRHkg+kTfmdwn/g6ZF8CibrC1W8APPE7IIvrLtin6sUSX8De5ipbrxTqpnLny\nlvhz8qQ2Uh4IeSJRsgzykiqiTrbfisfU5sNjaNPJrJI4B3gjTN0KGuGHR9/lY7jvcxMm/eUKrECc\no8xCfmqSLq3fy5PHjbpcZHLhTxk2cukrITOqf+rGm7B31d9h+YpZXL7mL1FjnTkRCmZHOzzGXGsP\no8s9i4HuPmBmKowsj48Cs5NqczK6LHzhaF8mAAxCF8/1lLp5+ELLo7NDJU/sp+7fvvsN4Fz3lpos\nVfUU2b8AeFv0/W0Avm9i4MoCtV6kPGQjGQR6kjiX5BJWPeBGHYh8Dk6lnbQMcog85OL7IPPwk7yE\nw4bFdrxln8xj3TZrzk23Xe/yxzNwS1X7IBtsVYFjbyoZHM8DCqPtuvHBfIEK3YeSaZCn/VBqLPic\n7IP7uKzsUInz1AUWRV99/O7oQ0quHAhQ6rKUl+HLDNZso2rsmT7I9iN9H/2ZnsahZd9Fx6JhnLHs\nE6jVFmXbdXNJ+UX2O6IcZJ2NojzZxqAOjJ8AP7ov3Ht5+AhYW0eau7xyE9C9JAp8qfxL+MJku8G+\nbBdqTITfmUIXU+hS2mfSZelbkYcKSOl+YxoqY5u3bwN4EYBVjLH9AD4M4JMAvssYexeibd6MgiT8\nkSkK6SRABJCZB2yQhXo4TC2PqBMBso06n1xfVx4fHVW9Tc9lCsTcokw9Q9G9Du30e/jt+U5luaN0\nt2oEzus5pGynDkCeojjVWMbFWdk2auSVPi4Nj48u1bk6Ny7KPkc/JidMQm4MZIQit5UXf8lF6Fj2\nGG3KlWZSgYqSib9XcnuylHfq+KNorLgDnejAo0NvwmNR67Zlv481Pa/QDi0ZSwLwVDoFmxKexNHI\n51BT9ZHdU+Pgk+PA0EGgYxHQswRs+Rqgc0u4jdzEKDAxCjTqqR0UfjHZrrQjlZNuHWfpd27RJ2Nf\nPG6ZB5L/hDGQ+0CLtlNjksEiUORZiVJSLLwUSykWjLEoYyBKkYhSFcLMhGzaRe+yLtSn62jMNmBO\nsUi/g4mpE8ilTtimWCCyj+QVvrP168DHTgKTUxk5yWcOUi2YkkdTPvVs4NhBYHI8LxOUHkt7KF5S\nnkvfWrygsn2Q5wu/Em2Q6gGgvRNs0zbw/XsJWch+J3Tl+7HM2k91Iisn+SO0iUXIPAS/lzwQ8kRi\nNI+pjRnKpDxVP8o2VT+dDJd+ljLKJs6RpFSI6RVBgNwtLDfBTtXe8rzJ1z7qLl0BfaXr8hlXQdty\n7Lo2DxsUt81zONpWLte15XXV77sd/7X/BLrO24KrN29P+XzmXbUbAAXiqQHqBm1Kmai1RakYS8JU\njNmZFCzPTBDmWtieS8NSjC8jzmJMnBM9FX5ysU8nw8q3nBxH+87XO6VYtNab9CCcfqJCUideGAgv\nCykkvAQS7cuJNL2FTvk6wIhcx+hCOd0an1QRQS5vCppE887geUoV+DhzQfB8IOniRvoKwAHwKBjl\nQ4M1eRviJs+ohuhgZZrPwH10+fi9oG1xJI3btFnIy0XUWVovRAIZ4iCfDpBTF8VxR5YHS+K5K4pe\nDk2PYbSnHSt7G6JS4rwv/hWUiYBKPjfG4xFlyfIz/EKD0nZBhsjDA2B8GHw8erdaV28IltduCXkn\nRsHHR8OXlPBAb7tyhwyiTyZyK/skrqflMEB4pwXL+9zJvqw5Sj/J/UXZ8una8zDUcm+yUF6gidWc\n2739mLgoyV+ZFCSdLC4BS/KiTSMgfHVg+imbeOQL6iNS0AivagUqnoNckJTuqMBPAH0xM4+puhxk\nDVlFjwspUFQ9f+YNSHf8CInRH6s7SpR0X1lMYYoLv6d9MPHYjMvHdnj5kN4H2dU+H/+JcnVttvMr\ntMmyJBuYPEaT71U2M2Q6zcwwvPvqozjtzFU4883vxSd/9dV49uOHszoysuS/sk2g+eK5u+Oe1IbM\nGKXvpNys7Tk/iG1i3dQ4+NAh8OceBT/8NHh9Fmz5GrAt54CtPRXoWxG9ApuwXZYd96F0iXcwTbYT\nulhmTiVfqHxL2qfyk2y7zj5pPOQ6NVNLRZBjIi8ixPYgmowyFHmKoVhzdWVHXucKpFWVgyyTaj7k\n6H9SbqIvnmcA+flBNvPxfJ0z4UTlfU3IUveUcgEu+rokec72+Y7Jx3ZxDhzHGx9LvN7QWYYvPH2r\nskE8NnLpDJ5xE6WL+I1mVMkRzlg/Q73BsHnHenx17U1oLH8GP753K97zg1/FZVf9I7a8/ry8bUqK\no3EsLct8VIRUzPOl9vHV2J5NAWBEmxQtBcJ9lUeOgY8cC4NWPYvBepcAqzYC0xPg4yPA+Ej49j9h\nWOkdApUdUiTXxXYRJMMmkixFeq3tE9tEG6l65Os8qLUAsgVg5YgjyD6ArQAi9mDnQQBWq1UV06yA\nxFso8Q8GYQRZCtmL+yHPHUkTIv8otPMl/Pgy/RVMnOd8MJ8p3v94geYJJUCYhXtFB0HJ8uUTdmGB\nwvcS5GVOqJbyfHhCRuF7+brivZmzfHNon5efqPCQWR5jTKh2tB3IgbaeHo4Pf3QKT/5wGA8cb8cZ\nW8dwavs+3DN0KrYw4tygstkIYEM74n2a80CP03aSIJvQRbbJZko6ggAYGwEfGw7r47zl5euA2ekI\nLA8D9Rnk00FEXaIN2fFa2S75KZlj0Q+yLi0w1tintZEnx0jaPneaU4DsAvJT7MLD1023l3aR4ECC\nRhuwHARAe2tdgzgTRxRBbjN2nVOS58PyYst+7fDsD3+Bmke6CBDLfalOVytQApSRglo5GmNNMlDK\nfSkmLy/YkZWoFCNqyvFS47IdkyxUw0ddUNjoIvkcopwZ8vSFr+0qRWLktSxdWj8JYKitHWv/8W+w\n9bb7cby+Au9v24dzXvoEgOmUl1SlAF1aEBjVZcYmR0R5fj6pHRsAKCPWOYAo6hPNFPpNjIYP8wFA\ndy9Yz1JgwzagUU/B8swUYYcMWC1sj32vtI8AsORuGBQw1tgn+l62j4rsZ+xzp5YIiXG4HduDeB/k\naDHyREoVxOG0V69IzUpNKJWIcQaN3DjmPAc5IYv5MTRxm44AeJjbY7DHDVzY9S4ftJWSg0y6q4it\nDrxkHmVBamlwnNo2cPOtNJhl0sdKphNDdfJIVoM8udmWz9oQy66OugZuvd2Lr1RfJFWuvvKQJ/kp\n/OeiiglyhUYh//TIa3bgC5/4Kq7ddjPeVvsGzjx5t8Ienf+YoEsyItIVvtFPkCPrUNlrnZvLsv2z\njpBkZJyb1TE5Dj54EHz/I+BDB8Ha2sDWnwZ2ytlgK9YDi7rJ8Rltz/heGosgh8l5ziY5uj5K+4hx\nk3Jc1neW5ja8KV2wpVFiA1uQ7yNGmH0cQRonRmd8yLSLRUsQ5S9pYoIgfMd8yxOXTFfNXX7M6hRj\n8fZT/F0HpF3j0ja9y1rTzaAitlrylg1kmwmMfXVROaTxnwKB2yyvq22moEEBeSxfRcsjIqQ5s2zt\ncIgeZ7rF0UBbHpb5Q/P5+tbVh1zyWVE7uGJc+Xo776qizmkUkx8bxGG+Fn/z7Rdj2do2fP6iH4L9\nSwf4BXEOsjQG5TwpIvpJdFkAa3IEWE4VSOpEOUSkUxXBpSLRcpRblCHvOS1GtKfGwafGgaFDQGc3\nWO9SsLVbw/bxkXC3jOkJO9tz6TOCHVI6RdiViABTcoj0FJ5Ln5DtS3WRKS2qNBcHao37/5bnxRj/\ncp7e7i7/1CY5njTCUtS8jCCLFA02iSCng2+NHGQTGS5yMnPJwcGI6yvpB8cYAVYU/S3Irnf5q7y6\nHOQits7BRcB8AMciP0eag5zkDUsnEpqZqOPKaiVLpg+h18ijIw3YUspx5NHap/CjEYuKgNcwSC7l\nIAN5AEcpLfIgnRbzSrbrLi5Ut6pV86G6cFDqEtpJwM6znaKmmWNP4o++fy3q9Q585wuPo+1js0DP\nUkGO5AB5npQXB1GjAMyTHOSc36SLHjI1QAZ8Ojkyv1AnmZ/Tq9wSjQMzk+Azk8CJw0BnF1jPUrDV\nm8Pz+/gI+NgIMD2mtp1LclXjs3rATx5TFtCG0yf4yda3uq3jHKklcpCB7MWl6RjLA45a9KppLs1d\nZac7H+FBEL4cpOXJcPZo5RxkcV7kOUrKNquKKVikHzCrAdA9IOW2UOx6V7qyS6YitlrwkiDTU998\nAsepoHzZOYKpkqWvTokCoRZ6lV1UYMlgn+2OCFrdYh/qjKTrD+RtN61fE4/ibG5aP16+IOzIgJAS\n5MV/dLtoKGUqUWAqb3AIv/bhbXh2bAU+/Rf/jdV3DwH/97/Av/GlvA55dw3iq9A5bbQBgTk9ItAV\nlKh4YmArnssSNp7/basAcSLXAkTOTIHPTAHDR8I3+fUuBVu1MdwybnwEfOwEMD2etV0GxkZd4pog\nLiK0OdgaP8m6RR4ZGM/3HGQtEWMLgiDKcTENnOe/2fiqwBVHRsi8iyBz4SPUxRFkoXrg4ac0firF\ngcVIZQJVz81dwoaFHGQzFbF1PgLW5usauHlP6ipRNEOTXFi2IoZ87qcNmwePyQ7ncbnbPrDnDg0P\ng5cdZJ6ukalkOzTyyPxeC3kqGyJZzz5Tw9fufwmefmoJfuFVr8bSd/4/WDIziO88uyuvy8kGQbeQ\n/zpw2920PDL/FcKcMD2P7Dtlzq+KT9aVtz0LsCV5s9PA8FHwg4+DH3oSvDELtnoT2OYXgK3YAHR2\nZ9cYlQdN6nK1PWsf0/mJifOErH2g+rgfK1ojxUKiNCoc3fZOrhLCv+IFWp5ZapMuzNQ80ZWO/OPx\nCohFTI0gl5owr4KBMTWECLI19tUMtGofkPKza8hPLs+vDzvlaX1iRihrIYJcFq+rKpu5lKkF5sD2\n3A404Tq1AkXGFCYFT86MIjZ5jitJeXGwI7HdNmJrkhf95+qLjO2ayK2LvKQrz7e5+omYk5nGLP7w\n2B9izR/ehRE+jQ2L1+BPL/sgXrVpVypVNS7qt29MneMCmEN+bFR+bmI6EWWV7RAjoLEMVQ6yKj+X\njFiLbfJvhYi61mfSvZY7usD6opxlzsMt5cZPhIA6A6ykKLft1mwW9jEgm4+ciy5LvpXvqBU4bLcM\nQNadr8g20f8y/oz+41El9fBeVmbJJ+ZYXCaCPJ9AjkSZN+mF4+jfbpODLP9Ys8U5pWQ6HObFey9k\n4qptjp1QSg5yK8xj08hzsGVFOONrOwD9u3Yi+6SyQgd5kVgFuYINkzhKHtVRBl4Gm4zEM3/sZYgg\nSW7Lg8H+K69A3nb5+KAiClwSPJQvTHws90XBZCkv6UoBQ4VMlSxiTuq8jo3owEeWvRvTq87AcM99\neOPA7+CBa/4JW/o2IAVXAq/yIgCK32oWbPVfcWlan0QnkZUr1gMSCIw7ExcxmVxRGSyq5EZ18rlM\nCbBTFtIOeepnp8BPTAEnjgCLusF6lwHrzwAas2EKxtgwUJ8VbKDkamzPpGII7ZJ96eFPHhPhW9XW\ncR40n+7/Zyh+UA8A0kRuLrTLDKSU8KpIbJf/ulsmG1reSdLZFF7sRBVTbps3Ln1U+uNPbEdVJ2hL\nKuoLqxSLHJOmPMf+WCBL8vj9ln77X6nIsW/8UckxgG5rVYz2gXgL2UkeCNOZqsGTIjnOIg12aG0v\nKI+pKl3t0K2LEuQlRRfnCv0Itp62bvz2uh3YtGIb1q6axUs3XIHTFm/CPUOPZHSJ28qlGQIsLWi0\nx/zh7X7NOJIiNXb5d5AYQcgj5DBRBiGXSiWgeLR2iG2EDMaA6cnwldf7HwEfOgzW0QW26SywDacD\nS1YCbW2EXAvbYx6Dn5jkJxbJiecymS9lyovNmstSywJkE5YJgmgv5AxT/EeOBKTlFAxXAE4okbko\nchNIBsY+wFBkyUSQQxp45Km0X6yPcwvcbAGsq6Ay1FV2sdN8oFxdDvLziWxP5DJbFWskpYGbb4n0\nIP3rrJICMtRf1cdFlXSCkvMsSwHLOntdiQI+LuI1nRgwcOttQpWNjQalnnaYeUzyXG2Q+9nOlcL2\nkREMT7ShrXMrursCrFq0Ao+NPotzlp1B6mJRRWZ1M4BFICv5CGzZvww33HZXKEkEzPIYmCA8M3Zq\nvcc8LC/LBHx1ubkUwCbtkH2r0Cu2AcDUGPjggRAsjw6CdS8O85XXnQr0LQsxj63tKiBP+CltiueS\nJa0JWI5nWp5Xj+Nyy6RY5CkOnYd/829yjLd6kyO20V+WdJQcLXTIqijhzrd0i4NB2Au55FfDKk1Q\ngDgfcBe7qtEA2rIP6SUYNydSngCTgkIOby5xz32tk/UVzYF8C22BWpA852ZO7haxzJ8sVXXxpTjG\neIuj5JmYuOU0WXRy2QUi143gzVURspiq4CvPg0/7hD9hE1e129jA9P0yfbjR9uDQczh2sgsnezvB\nGzP4tds+gbed8TqcuXSr3ibVdn5Jf3lclC2hPSwjLu4njjPWwaSUA8mGmI+SJdbZyhF1G7eOQ15u\nzhZhXsRUEM7TN/ixWrgTxuKVwKpNYf3YMDB5UrI9UiTKEdMwVOOTHz4jfSuMM+HxpxYEyOngdHnC\nxrvdBP6whiRlYpc4gtwoSZ6OqopwEi88MecgywtzDsGgPJ9J2XGiXf2bES8WhB/1HLmlun2Qnw/U\n2uA4zUEG0it7FYlrrmJi5ZyUUnnRX6U40wnARVcR2zXgl5DXf+WOuLEUeWY+FcBT8CSUQR3+8kjb\nDSA1AWhqXTPThzHdtQy85zi+8tg/oLu9C5/f8SHiJyHpUl2YKH2bgsX+HZdlm+QxMapN8p0OjFpt\nbybJNW03lwPKcVmQIX2l7ZNszz2IFwBjJ8Lc5Lb2ECwvXwesPgUYHwY/OQTMTCLncxkY21xUkL6V\nxpm7gHCnFgTIdsR5NsVCizVEQBQ/eRl/jduKgBUdb26rNwq5F5xI2zfGFNETj8M7XUMYN2XCHIJF\na/KNIOuFovUHvkBGalrkmIW6OIu+68CKxAegaUBZjBQVlhf9dRLnOd7SQb5OnoeNctTNjskSYBN8\nqbK8PNc5VvpCB5YVuup1TGMEvO8UfP34dZhuzODfXv5FtMWpgMrxanT5+DZKyeCULnK8BMiloqo5\nOxQglQKBuf2AKRAuA3DRTkmXyJMMQbSDsL3RAEaHwEcHgfZOsL7lYfpFoxEC5bGhMHWTscwQ87os\n/KSzveBxqKVykF1+uzxIH9KbM+JEQR4DtRcyNVDbB+oKP2jmyS/lISc5yE2lJpzcteqLX5G2Ci3k\nIM9fGrjplgLczOJTAsVRoTIv/rzEeY7L86EeG3kDe+TfnsdcsEimMx/T8GmVqW1wtUPrWwWvPN7j\nQxge78BnDv4d9k8cwA9e9gUsaus0jNdTl/AZuPUupdXKcZH1gt6cH6Gpj75TucaqMWtzfAm+XA6y\nzCPaIcsX66O2xiz48BHw/XvBhw6CdfWAnfKCcOu4nqWCPtkOaXxMtkNhu8q+51cOcp4yb83jxQGy\nNzcV9FMFApPIq9SuyxUG9JNZ9B3j5BWtgafRCJ9SbdT9dErqrEmM/pd5svUhItUkT2422vWe43Gr\niJySIrY2cZxlX+g05eKJIY2gpF/t9RouMJPmIuMQdMRieFl+EcbuRZrjrZKF4rHVR3SMT+yM0e05\nEdRgCR/nmqkTlGgHpSxzgiK+Ktqt7VBEWKm2WKgchIpYGkf2477hKfzL4PfRWevA5r9/SdLrSzv/\nAG86/TXI+0nnE1GXaZ3RdiczqoqUJ+MVg2mSLNFOrqhPZIvnbjmyDORyjnM5yCq5UZ183o2jseI4\nyK3ZgFyed8wzPQE+NY4kX3nZmjBfeewE+MkTwOyUfnwZOxS2q+zzIMbLupXkqpgxfu+mLdF3IH4q\ntFZLvzPGiHL4vaunA23tbZgenwGL+tRYti+rZb8j850BtejJRvFv1MZq2XqIfCIPYyFmUslbuQI8\nCMBGTyZyMp9wgPqPqY+NjNhWsp7il+pOfwFw+DlgasJaV+ZKT5RZI/RArANRR8lTfJf5lGVCT/Sd\niX3iupUbwBt1YHRQ6o/sdzCiLNZn+7OM7VL/5I/QJhYh8xD8XvJAyBOJkkX1F+VJ/eSy3J/qZ8uj\n7W9q0/DoSKerMHEg4AAPsp+Aw//OSsnHfuqOWmnyKmUqfmdOa4aLbEVfowjqrqSnLl0fLYuN7Z6+\nkNgm7/0P3DO2AqNL12HluhO4bM35/vYZx1hwXNq1xTXdqPFTtsqM8t1sgxxlGgKnx0jKsB0/wdPe\nCbZ4Rbj7Rb0OPjYU7q8cNAidlrYr7Gm78CXg3B41t1wE2TYQE3CgXXoHh2uM0fl0JioQI5uaV/Xx\nIADTvW7aNmJsao/J6yRt4bncXsieZDTPczKbQZxb+MDNaLvereYIHRWxtYnjrBTMNosY7HOQFfw5\nKgAUmcguHigLyIvJWow8JktGcT2UAZaZVFCCEC1jbJCFL4hxG11h4ytpHrUsikbSFyp9Cnni29Em\nJzHNTwK9Z6FvxQhWdC0zmpBv5Ip6SZdOqO0cx2vLsFMKY0B2i1pi/LoIsOqhQM0LOFLZkm9i/Uyo\ny5yXRRkSPpHnlwlrKGcLwhSME4eBE4eB7j6wvhXAivXAxMkwX3nyJG0HZXsu/zpjkDO1RA6yU+5x\nvH6CeJu3AnoL8GaM0QkUc5C1F5I8/djosrWpLIpTLCLyzkH2usJ361IVcR6AGVMs3Ay0613+oKvL\nQZ7TX6SDqjlcSL4UHfPDHGQpqu78yYrIKvH9UDKLyGMliJHGbUPUHasitif2h/IG9tzuMB/E4H3n\nUebR+cpGHlxsoKpd1qag7/ARDI93oIZ16OwMsLZrlcE+asxSG6krb8fArXfQY0rYNOtMNc7MMifs\nln0p3/1MfnvU/GlkiXKUPIzmEX2kXBPyAGVbCNsnx8GP7QvzlafGwVasA9u8PdwNo73TbLv8myXt\nsKeWiyDbEpdfFOIRcXR3l6jHJtLJgUaQe8mGWYciYmwbKfaKOBscSLwsxItsnN6K0WMgvNhpM/1k\n3Ay3692KzlBREVubOM75GkEmT+Y+YJ+lf0q7WKhQZlkXT9poXtkmuDCyzB97+0Q+27sJ8iJyjXrq\nbFDxlOeLxvARHJ1ZhqmuRegBsLiz114maQNT6DKNSzMmK/8x+isX3+7AJNMVUeIYi8T2MGm8uYhw\nXM8UPIKu3N0VJqw3T/tEGUmbEBHnATA2BH5yEOjsCnfB2LgNmJkEHx0CJkbo8WYiy0DutdOO1PIA\nmcJ6YaDV5iG9FGlRmIvEYWKlNP96abKMiDloADWWw9VGataOCbb2SBFk8z7IBfW1IpHbvBG3pxwG\nGC8VmiVukBZlCQ6sbh/kIvY1cXHM4x1J+q/aFa7F0jCocIIqixgrOUpfAVB2HXMhoJwyWf32fIB8\nDDqc/W4Aes5+0tnu4UTRBs4xzYYw27sebYsH0whhKdvXQT9extC/43KiTQO+fW716/xHtsUgUASF\nUntmyFyqpwAsssfHBMCK+pmwtAkesV9iplDOtRE2MgbMTocpGENHgN4lYEtWAis3RA/2DQKzMylj\nMs5yLtZbBiBzyfemc1cuggzkL2iscUXegRyMkCMsQGntZIsrLsQAACAASURBVEGOUGgQ27zNRyor\ngjyfKQOQpSvlMrBdsvAlYdZXd02mudbfSjQXYDteK1bPnBhOEgyWchx0FPYJFREtIlO2D36+8zJB\nEZ0zsskghSIfv+t8S42XkU1a45hCXkaXSqZiroZHMB1MoNa9GnzxEXS1dUm6NGQbAc6sC40vSFsJ\noCnzWfgwNMEHKItRWEK2bL/Nbhg5mSJYAx3hoXaUAKCMWOf2PiZ8xTgwMQI+MQK0LwJbvBxsw7Zw\nZ4yTg8D4aNbe5BTtf8yYF8hNtW0wOW6eL3KqQcWQUcqlv/bGJt2THOQyoylzQGXlIM9nCnh2LnNT\nWuIcV7xcFvZBnr/ktw8yEz6aLoXIIN9HniJX01ueLMRKJiM+/jRwy63wy41WmeBjk863mrEqXaGz\nweA7W3kMwKHDGJnoABpr0dEZYH3PGu0os/yqMevWRda4MAdZNQC5WMyHabVmjeRyqAUZGR2KOaDy\nj+W1IfLJspgog5Cby1lW8JC5yQoZYEA9jCrz/Y+Aj4+ALV0Dtnk7sGwt0NaR1VWAWiaCLJPVHVDh\nYkfsqorcy3yJkqQs/ZW6e0XtgjQHmWfj0vOLFiLIUL9JT4om+wnP84tX5/M4JWCByiQm/I1vc2qu\npsgmpm4susS4Qb4XCfKK/sRkeWLRyEfZ5MxIUym50T5+V/iWU31Ad8iotbHBU96+/ag/9RC2/PqH\n0btzD5767JuxctEyszylfinSqFoXOV+oHCUDYTGQItuouCshjTmLfek1wmOgmrkrQOiTgbQY6abS\nKTIgSooAyzm+SZ0oRzgvJtWc5hF1ZnxByEgAXtQ2Hr3eurMr3C5u01nA1Fj4Fr/JsULHjJYFyDJR\n+CDgHDXGoN3LWZyzDNIFjJ4jALMJLOcwTRAAbcSLQuYblZWDPJ+JB8JBCtmDhNfcqkCxR5sjVZeD\nvEDVUHpC6N+90x5IafGKK7Bw0BcXMie5olQQeGfAkIM8A7ZxZezfuUPDIv/mLZTlptHH7xYXDVrQ\nTAAwwAHwE6BTBq/7D4Jd92WcPGUzam1T4OBoi89JOTU2k8ZSu3XrQhDVf+VlGj/IOmQwaWGfze9H\nAsqp+RRQVukT7MqBZbF/LEsCy7mH3zghR/JNLIcCy7mfomRHTm7MKwQJZqbABw8CQ4eBvmVgKzYA\ntVoIlE9Gr7Z2pJYGyMbNGKI8ZN4w/QhJlGzWT/XUsdMo3jyQ+UCNhQhyNp+85CseK/ArX6GXa8IC\nzTeSrt615ANUfIiKjBWQadg71pnIfaMd/eetnoqumVjkyJ6KfPzu6Asl+BL5FGDO1wZxvm69A43F\nXRjZdgG6Zw6jxtrSvhmgprFPlYfssi6UuihAKOqg2mRezTyq3szHuYTxdQEbEayLfo4rJZCbi9wS\n8nP5w5TNsk08G1iidsfIjJWwLxm0wMt5GMg6ORTuobyoB2zxSuCU7cDEKFyphXKQ3aMC4k4WOW5u\n+K74y0311sYJf4IKHtRr9j6uQYU5yKVGmSok3oDxVdOe60RZV5FvFnKQ5y955SA37QKdodSrNpcc\nXTuBnvLKG1cmB7k0E3zs8/EFM9juaoeFPMaAk2PA338Ph9/6erCulQALsKZ7pUa/CtyqdMX1etuz\nOcg6XbpxefpPJY/KAVYSy9qmzT+WZKpy5hnFw/I8si6xLtNusi/+TvhE5pueAD++H/y5veAzExb+\nyVILAWRHzMfjCHJl5tiTye5AijyWhXd0Lxcp+sIR2chGPYogl2A8Fz/xF3eTrNvKoioudJpKPPOH\nKCzQvCD5pGHLVjbY1CpD6UC5JYB3C4zLCJSbYEPMZwR6jutT1f9Tf4bGFefj0MozwdoWAYACIFM2\nOOiiQJ4V6fqrdHn6TwGIma/tpB0s/UP5irRBALAiiDXxUQCX4skAaEhlYtwiXxRVdqWWTrGQKcxU\nCMPpHIhSQv0PVhSnvzTNrc4YWNXjLhXcG1dtGJ25RWdK9ZDtEspxDjIHwDj6t59aitlGE8rqWwYp\nH9ITyONcV1YvF8rlIPv4kuQpYmsTJ7NMoNhU0MnTHGTqQRmbC57K7OXE16K6pNSGOdmKrtxx5XKQ\nncfF1SYkt84dL3ytbSDkJj40pDeQXYiUAnk9P/gwcOMtmPjDt6KxZBk6uiYBBvR09OhtzM2VTheV\n2iDZDqD/ystp23W6kiqVLtPvl0lpD6LcbFvWfZr5tNo6TlhHhK58vcSn4km6iPIlGTJuydjIU17G\n8ukZGZ3FaF4B5CxxBAEX/Bifre3P9FRPJ5yQdBa4KAGN6EG9DK8JrJZEtm/fUwsI/4i7WFDjtpal\n+9FqmpsNhimyiSA72mnXvUkXVOUIhr+tTZzkssY/V88WyCeYTENMzb47IACA0syQxuiB/fLy4CiE\nGFfZNjiNS+NcERy5puFZ2aBzAHU21XThYoXKFwy47U5g/wH0/epncSk60TY9EZ6PXnkt8B//pLCD\nWoM6XRa2KwdjqYviU7ZJduRAtrotHJLBft2uKQkIJWxV2ZGAYREki206HpUMydbEXobkRWwxSBbb\nRPWqMVrSnN4v5pxHO1Bwoc6NP/eyEAeiOK2kufpbBazKziP2lWfDFgTh32gxDjwc5yC76uTZD+dp\nseUp/gFqVonjcrTrXj4IG9gj5iCX6fwitjYRbBYFtiWnKzDG9B9B78DNYg4yS5dk7sNKt9OORCNU\ntll+MgII8WXJdBpXMf0Dt9zqPy7SJpW5TP+heK19aOM/wyAY1Zdgfcsvgv/V57DvCx/F/df9AEfe\n8DKMXXUZ8K2/1thArEGTLqPtwMCe2zW6DOPyWoOSDSS/JB8AI/8RoxKOL1lp8Tox68rWx2tLM36q\nPuM/RsgR2hL74rKsW54PjTwDtUQEOQ3mmCNImTfuBRysPd1CrYx4ppsM4WpJx6jbAaLsSJ6vPFVU\nWLwgbNTDNItGQ+LxtVXUGZOlwLnaGSS+2FFtGdOSEeToalueX1lsKQHcn4IIcsnrzjZNLLmb6KfE\nk9GByt5xQhsdLyAvB2B0LFWPyVYeZXvcxBRyDcRiXluSIq85gxQ25KpF8MKldkJejWF2GXCodipq\n2IRGTxcW9S4BVi7P8yjniyd/lLqMrhCBlmy3KE+nS7cGbfwXg0EutUk+VdkPaKLGVJtw3tDpSqLN\n8fhkHxl4YpDMgew6I+Y2k2YRycvtrSzK86eWAMi+RL5u2oEoTjdwbELlUWMQgNVq6dxXfa5yOvk7\nAKY4zaJRl/ZB9hiUksVGVtyHZ4uAux2ulOQhKwCyo3pLaOQm1IL6r7wC1SzGIvKaeMEzz8CxeB7p\n370L2YdbDSfYZpHutq2fwGjcJcoD4OQnMb+2FDMY+ndd6SFPY3sCLnxBsqsNCjtUv9/EdAWPco4j\nxgOHMFUbRAPrsGrVFA689xewYc35Cl0aoAcQgNxgeygs+ZbmIDPNuHS6dGvQ4D8KcObAKyVH0mVM\nrwAYl5M0KKAs2hGfi8XxqXwk2y5dWKiAvJxKwaTvkG2AflotqEUfyU8dQ2/QEFYGYoqFx7GBYtGK\n4Va9pD4c3JS72uwt23TEgSTtQabMy0LkK1iNPJs6axmmE0uZviRkBQ3DXBbWUFzonFIRW5s4zlb6\nzVmRzeU8U/RrMpUdrS49TcTHTxXYUPYuGt67UXiY4aXH0/bhYdR7+lDja1DrOwoAwh7IrvJ8/M5g\n1qXgM+5S4WgHKY8ZfiMKXTqeKPXCXlekI1EltSvTeix4qF0tEpAttsc2mPxhTy0JkHkOiMp/o1LA\nFZMY9eXZov4EzKWojKafkSTw2GjkH9KzoQpO4oUkxikWAAYeebpiZZ6UzHNR5YoLAPFtevOYsjnI\nnjT/3TCn5LsDz8BNN4tCKMmY88mhcgHLkDnXQNkXhAo0cPOtacF7TCrQo2nzEGdm8mHR2C77t14H\nRwMnOtcAfDWOzxyNwHGO0VGXn98H9tyhlueli2k+KhYDWPcByj7ylEA5VkXIJetFcK0Yvwywk74G\nO3N5927UMikWuqwAVVuaYpGmO+Tf+kukEOT+cnDxQRjOpXaG/BtikJtDSiUAc9RRO0iXdAk7yptu\neau90QDaiCXDgfx72O1EVkvkgrDjI29TsSgH+af8jYILVJiKbE/poKUkOZ4Xm/Ex1MkOC12uvjMG\nGmzkCTLic4KbEQYTFMd+I8V8sn1imw3xrDhrlkSZPeXsk2+lC22HjmCGDePo6Dq0tXWCg2ND79qs\nnXLagdYXitv2WtKlQ/jqsvBZbo2p1qA6VSLTZvRTvj4dUox7VLrk9A9xPbH83fdMPc/yJWbo7Izl\nSDKonOUC1DIA2YfCN+mJcIYAREljCqJT8BtNKsvWa0G22ap834blCyaa+OCZF34VUixy+yCLfoVG\neNOBcxkKhUURWLxNbx5QmIO8QHNBRcFxkoMsXsSXSbnzisuxz5OVYijrDhoFFmxJBSp8x8U5+nft\n0HdNWCwBFQXKTPZ5zTEFZC14SVAFtW9FOnYM0z2T4JNtWL9uFgcBrO5ekeXJuUnhCx141VLK07/z\ncomd0GUzLtJnCv8addnosfQTUZ+xVAGUeRwBToCyag4kIxKgLAMHCijLPCoZkq0FqGXP9PJYlcdK\n4gTBc8xU0fAD8Tk2UzwcwjZvNleNRJ+K8iU5HIfZqAM18ZrKdpIqJK74TpWdBRJlPt/fprdAc0Xx\nlkoFJJBfkdySLAkpe4sq2w4G31ujCoFwti/XteD4vG/52tpuaZ/XVHmOW3nbXLZD6hNtLVpftQo1\nvh4diwfBwbEoepNeVghlItHGFG12A0l5dOuCHJeLfN2YNLq0Y7Jss5Unrd/MN8aECmk8uTmg5WX4\nVPMm+7b040ULA+QUmOhRTsA5aoRDeCZ0L37lKZCLL3a4yKMwQ1VWNYr9Mg+3WVAzQLLwimqrCwYg\njJ4ac5C59JGa5oQcFSdLj2fL4FEEef6nWJSSg7xA1lReSgXL5iAT7eV8kDn3+NjppMsojtl/yraP\nFOk/poGb96jH5WO7l33MrWsGNHkQCZhYvg9D6ovjgwgwixNTfQBbjcH6IBirKfykW7e68ZrWU1ZS\nuA+yjd/lKo185bKxnWO5O217ppNWn0IeKS5ty/agbJDGw8Q6UZ7KZrFNmGvVg3wlgOUWBMgpmMli\nQhrkxHnIJLYVgY1ahM4Ek3o7snkDmw0JoLawHB8SHtJzUCbY3USEXKoqwfay5nKBfmqoOfnGZZMZ\n6LWsrioe5nOW5zkmL9t9x+thYwxIfMgWUMZ08BBm2k/i6FANtVobTs6MYXnX0ohNNWZH8GpjtO6h\nN9cH4pT9KBBYVJevfYo2C6Ccb1UBVQoom3hA8Mjgulyw3FpnehdQE2Ne172Q5cC0XaDaTqa2D0c+\nmd3Q36fN1EeRfmI1fOEhvVwOsjVZDb4Ar6qbnItBDJzLfQgpQQPMGiDPWcjcSAs5yPOX+q/aDU3Y\nqVwqHWxqlZUsrhWAd96GcB9kC13O4LWZQNn3AsChodHAzPpFCBqd2LQ+3Hd+bfcqS4FlgFeRJZSX\n7oOcbytNl47HR5dlBLhceTo+CQwnoJfgy4BbJvFY8BX8/bfUQ3pEOrGyAwfCZ+y0W71VS6K9HBzx\n9RM5jvhtekEDGZDcTNs1DwFaWeEVQfbSBBpcFvVV5PciPucB0NaZESksAuG76Gv1yrazZG7Wt5HI\nYRWxtYnjnJdR3ZCiy2yhoBtLSRdpRf1lfdeqyPGhSTJFX5Q6LvkhIxjmluABLOeKCtQ46srY5zAf\nohouN0QVJ4YBxjDb3Yca34C+pWPACLCkc7HGBspGwT7n8SrkyXemZV3eb18U+OIIqZwq6qRLZbtu\nzej8ZOeLdEoUvmLJf4K+qCzuhiXzinzyQ30xn5x1kNHlTq0VQTYQNbdzCZCtUzE41Lfmq3ywLcmh\nNadmWEeQo4f0rPZB9tfk3d1JVuYHaI4eA0jfJkgKFz+SKMVB1W545a+R6nKQq74VUxLNuxeFpHS9\nNgdZJkZ85oC8cm21AmE1Jqche/jJY1yZHGRSv1SlN8CmE80n58Da8Cjt81xnMsu1vwhsORt44Q7g\n596MJS97P4DlGJw9HnanfMzkAqXbZ7x5eQN7bpPGTLGUo8tcb9Klmi+dUT7yxDamqI5/H7JeSZ+o\nQ+SVDcr95lhWlspeR5rTCHLm1dpJJcxjEi4Wkrfp2fCVRHlVKuVCfSMIXxYyS3Stcns3S9lW2psV\nQRaxS2Vz6qnEZpu3zHLQL0w7zU1a2KVQEVubOM55HkHWVzhLyFPVFxC5g74jaaOBVITMXUXC5OIL\nm3GpztuZ2wJChY3tuiiqlgRdVnokHrGolK0ziYhKvvfdwFW7MLlqFj8ZW4L2WhuOTQ6hs21RXjeh\nirQx19FlvLICUYzO70V1cWkYqjHpeAg+VoE8oj0dsip6DEUkGOAxwEv4xKCT5PPcHZ0YJEvRaQ9q\nuQiy9U87Do4KOchNiwllAoQ8V5fvzKPoa7TVWwtGr+wiyPXqc5BLdY0Q0eVcKiv0muaGfFEIdVvK\nQhZsh1v+eqkuB3khglw1vWj3rvBL2Tm2IpUe8dUqEz4OLFbySrDd2xe0DcocZPLKx1JfRpXPmC11\nMbngY59SYEgzs8DQCcwO7wMPerBpQwOcc6zvWWMjkPAFZaPPeIH+K3dkK6387qdLqUf7uxfadOup\nbHmyTLIfNVfx7yrbl0GoZ5IMVX0sLxFW/NjVEjnI2iCnFICTg3NBAHQk+Tgg56AaioExs9Mpv01P\nHnQTXxJCkZXmUnZw0GjiyF4pUjzWc+ywGDJ6DTymtyLGasX51JhiZ+HcrQt3KmJrE8c5XyPIDNH7\njRjSCwrTWEq4GCjDX05vhrPpqrgw9ZZp6afKcpChGJMNryZKp+Px0ZWzMeax9Z9shriWAXzzO8A3\nvoWe0zdg2Zs2YfkFp2HfUPyCECuBRFN8LFZFeXX26vyk8nvZvtXo0uUhl2277foUQZqqb8ZuluWJ\nAtc8B86lqHCmXrARDHSKghu1XATZhkS3hhHk5ltABgx1LA0i8lgkilVyBMxaWhRFLj0HWbsNnOtY\nubaYlsWosq6PQMZXTUvyuNRmME0ts1wqJQeZPO4sRJCrJrccZMA6glU1lR6NrkCeq588xqTOQY5s\naNZOFEV0qbbg8llnSRQTwP/6PeAzf4TGv/4djl/zKpz10V/D2FMPAADaa7bxPI0dvjuRRDz546ZK\nFyusi2zTRWHLkmfi8b6LIvEp78qk9fmcc6bgi+tinZH8gse9lgHI4tvvuIwvNNjJtM2bzV7KUHVR\nAit34kEDrM3R3aaTePzwXQkn+9CD8uAJAJl76YmPbhlElg1WKgQDpgiyo+55HUEmp20hglw1sUy0\nxY2zNdZSyTZUAbx9bChzXN5j8gT5vmMuEyiDAWefBQCY3tyDp3e8DGPnXIqpH/7QbSvXjB2qprLn\n2NTmoUsLbBU8XhcGGuBd6oVGrEshT9HGdLpIoCzoSS6+/NZkS6RYmCi5Q03cqg6kXSxsMxWMN+DF\nDhkDEBZc0zkaAbDI8IAbZbz1gArcTuA2mSKR/CiC7J+DLCtGBWClwlwb5S4Wfrrtepc/nlJykEmT\nitha4bzlVM1tSlMRCnOQxfQK1wtM23FXE2X//H1fxdcf+g4eHNyLN511Lb728usAcDw8+Cje9sNf\nx1MjzyLgAc5ZeRY+uet/YddGYu9ZiqhjpzfJPrKQxQDztmxA/66ddvIAeo16paoYeEjbXW3UpQfY\n2fDI07+KE6fdjcazswg6lmHw5V2o8TOwqmuF26EhUaX5fWS2KbOwD0D/TvG4yQk2hlxl5b5V6SJ0\nMKnNyXadvLiLy9rk+WobXZQOxoR6hjAVRJDleahvKYCcSdu0xYUWLwoxyRLf4ZH/TfP0Nxb/oHyc\nHTTCXSx8SFwQJqc4n/jjfJ1YPjFAcT026slWb4WpiXioNOIB5iCnZ4EWiCYffOwkXKRyFG3sW4cP\nXfFb+OEz12OqPpXo2ti3Ad99zV9h65LNADg+f99X8fP/9i4c+uUH/RR55QorhUllFehSN3nJI1l9\nxqUAVHKXIgA3id6pUswM8kZHsfmes7DuitdjYkkDI9+7E4cv+SY6uhdhe88qykCtKakaHUgWmzzG\nCyD33AwXZfG0a2W+VenSgE3Kdp08QA9eE1YXwKwC5Pm2TEkFlGMQF/PHY7O4aFXRnJ7pOedRaoXD\nwYHqKgEtak7Il6Sp1PL4vxLPPFQOcs4wokz1r3TvZEEH5YJoq7eBh5+uzoZWJ2MecutTdfsgL1DV\nNCDnIMu7LJAfuH1IchVCC732jNfgdae/Civjh66i5qVdS3Dqsi1gNYYGAtRYDet716rH5EJFfGT0\nhZubBm7ZQ9QXHZeP7YZhqWw0G5XKd7Hj+BB6v/QjLH/FB7D+yv8Pq6+/HViyHLNrt6Kvo9fGQI0a\nnzHn52TgFuq4KclmirbKfcvIbvpJMMmjZGonVRKvWZ9GPfm2rMvCHOWsSNGPUa3x96Cmloggp0FP\ndUhRF2wMeJRmkcljjlMvYk4OHuUR6P0khOlT1uxfH2o4RJBt0iV0kWLfKDJZj2xbvQ60t+vZiqic\nDxTnITeCubZkgX7qiEnffSKIIPikA52LaGvK2iA+dzLbmMXIzCh62rqx8SvnY7w+gQ296/DjN3xP\nI444gJSaVgHY+cLkW1czJHneu38It5ZJEaoDsEGftd8F5VofRv2GR4DPfRYPrfoyjo/8F4CnsXT5\n+zHVfjrtYvncnMjSRYt15zkNxWOOAZ/zeLUTkdeTMc+gS1dPAeiitjOp3nd9mnZDsbVdiCgnpsvR\nZE9qCYAsUpE0C96wmSgC9LmSD7gLAveXbJhSK0rNo9QNSmiLHtLL5iDPZ7TrQXEecqM+15Z4U3X7\nIC9Q1dQf5yAXArHU75Vl/1pvo+ZpgRDpOT45hDsO34N6UMffv+YrYGD4+8e+j1/413fjrrf8iHia\nXSk0/FvaXTYfX+htdcpBBrLHeKdxWYKyMvi0frfwIefhOfL007CG/SxGjv021q05hv0j78KS5VsB\nXESbKP+NCyo/kb8Z+/EmOcje463At3Fw0RaQK/OaBT4X24usT0bxWNiuAcqMx7uMGaOhRmrRZEpO\nflXVqV43Tc4VTxu5uEBs/1qTtMCCAPmHAnSGEn2MuSNFiQsfqg3Cy0J4ptpZTXOYqqHMg3otZJdI\nFr+bBZqn1LRrUYbyLsDzFEeQ7zv2IJ4Z3Y+L116IS9ZeiNmgjqOTx7Gksw/3HX8IXddtwjt/+P6E\n77ZDd+Hl33sDVv3lWVj7xRfgjf/6bhwePyKZ7nlPVUll+8LTPt+dA8rccUDLotOlGfORowCAxtJF\nCIJe1HAGtmy4ArVFO9HeuMPPDmWbrsFxzKbx+viiVF06PRXY7rPOlOMy6LHe2cKfWhIgp5gvu98w\nF/8XMXS0F3JYZ48CCrtQCaYVAD+3RVrrkLUvqH2QKb/rsLYv6WSRV88VEIfFThYqxnzRzlKbXm6O\nLiUHmVRZxPdNvAvRpB0srCOfDnTDjTej6b6qYByccxybHMRUfRrnrdqOTYs3YMvSzbhg9blY37sG\nq3tWo43VcPWmXZgNZhO+4elR/Mr5b8Mz77obz7z7bvR19uGd//kbhN3xfyXaXoIvBm6+RRQIL6BU\nOnhVMvnpUvExhR0HDgJdXZiYfhLDI8vA0I4GZgBeR2/Hcj87TCBZC5RponOQoZ8T34sGFXnpYlDP\nScm2V3Fx6tjGEjuKUcsAZG0gVHvu57mt3mzllhXI5ESJUx3iN9G14EsKrC0SXjedi/SLD/eVTQkI\nF1C3Uk/F/o0Bcu4BS4N6YlEQq8XE6EBzsc6K6GyivS34G7SlrOVzAJQLgsRG0MDhsaN4buwgAh7g\nvJXb0dXehR89ewN+cvQBrO9dizOXb8Oh8SPYvuJMbOxbjxPTI7jj0D0YnT6Jl21+EX5u28+ir7MP\n3e3deN8F78QtBxVRRiZ+0YAEVyrJF4JA4mPo7sqT8PrY7mOfyKexIwgAcMxsXoLB0R/jxIlVaO9o\n4Jmhf0MwswerlrxCY4fJbAs7SZG+c2oxXrKLz/osqkuqqkye7ZpxB8KpHlVTsd9my+UgU8TBwaIH\n7NJs1/ChO8aQ2erNJS23kOtiQ5K/PPrLsvXxV470Qb26o6FNIGtL6jb7IOuuSlhJ53SVjrKvXgnK\nvTbcpFLdwc5Sy/HIajLlbGN1OchFfN9ksFep+OrkX33VrsyWnxm/KXMvNfb4XixIuYef/8lf4esP\nfwcPHt+LN539enztFZ/LdJ+YGcen7/4CPnrrH0emh/yL/2IrPrLjA3jByjPx/oHfx3MnD6Kvsxf9\nm3biB9d8C1+6/+uY5bNgrIaHhx7DwbFDeMWWq9Hb2QcAuPHArTh35XakB17ZzthG4Tu11opcNFnP\nN49ykK2EZvjI5tyhxWIt5OR48Mi6TH7PFrL03AEAwGznJI4f/Q9Md/wVZmscE4Nr0bn4N7Gk9wKN\nGtnvitxU5biINZOYmm8Lc5AVY7Edb9xGbrEmC1PIKEWXxJcM11Geyg7q52haa8bcbpUv6DkuCpJb\nFiCT+JGoDIOWHG21GuKjRX4HC4UObauHsTzCfzJ4jrW1cIqFtS+ibd48OIX+MVUBIjLIoRpSpli4\nryg7Dh8fs9xXL1HOVERB5cYJqqq7QK0MHEfHFC2E8c0BVJEDyNrYtwEfuvy38cNnxf2NQ5ptzOIH\nT/0nvvHwd7G6exW++NJP49ptPyMqAgC84czXSvpDf7azNly67oWYacxgeGoEDw4+hkvWXoCHBvfi\n47d/Fv/82m/EhuRkpjaax6ClUu46sOw5IadDw0d10AbdCoJllTHG1CpH4HjsOLBsORp8BKeu+TSe\nePyFuPSiWdx59B6s61mjkeVAGV9QtuuAl1IoLTDjCguwCW4YVwHfqnRxuY1nuwH2tpt0qUh34aKY\nEk2D4ULIj1omxSJPuvvV2TreML1umnaa92ksMY3nY/4JrQAAIABJREFUbMl1S/+L9kJWuLzZt3yl\nvY6ZfigpNcJt3jI5yLBkLnOIepRQoiJCddAAK7IPsjDXpUaQaWVkXXX7IP/0RpDjfTmrphtuvLl5\nrpJvx2vGd+221+B1Z7waK7tW5NqeOPEUPnXX5/Dm7W9Ad/siLF20RFZEfBAFhtI13NnWiTOWnYZ9\no/vx78/8CK/5/pvw5/3/GzvJt+0R8oqQgy90NHBTnINMjNloqsJPldiunhM3PqqaAd/6LnDpLuCa\nNwK/+Euo3fEgRoa3ReaGc742eUGIrQ0WPiGHpeERmgZuudVWoNQU+91gc1m+NeUN55otbDfJU8rU\nDUcjVzvHrvL8qAUjyGkUKbPlW1wbR2mF2gbxNj2bAFGxeFXELUeLM3+jA3tscKMBXmsTAgjVRbG0\nREXikfoXgNoxQRA2ihOTkaIiasFbzkAuChpfmcqLw1GuK8VixQhyxnEanVQzBzjjYEZbHcaj0NM8\n7LkQQa6aspdXTb6wBmCK1HDJpv2jB/C1B7+JRW2L8DOnvhxff+jbtooiddl56u3oxuDkID5y/afw\n/he+B2/Z/gYneaX6rPSolY+NnuPysr0k+66/EfjjzwDv+CXg7LMwuXQCwdoeHD/eh85OYHh6BADQ\n1d6lllfmNoTx+cQ5oqkVSDBF50Hf7fCs9UA4Ryt0ae3wkKeyw7RmlOuQaXyhmZASf5MtCJBVJJw8\npfMoD4ICkRsREeZP0JkaWzBEGYko8tjR4WmnThVxslcBgFx9aKcTdm3U0X/uNsd9gMsCP6KcpiK/\nVGfDZReLHLqHu83lj3EhB3l+gmMAuPqq3TkQ2nSKUsqok5R4NDk5fRI/2ncj/uGJH+A/f+4fsG35\n6ahZvqq9ETQwG8yiHjTQ4AGm69Nor7VjcPIEPn7HZ/HGs67BBy75dR/jo78l+VDjC4r6d1vkIHuD\nVw+QDLjrKgqu//gzwK+9F9hyCtDZiZkze7Bo8RbwIWDj+gYOTxyzk2cCm2VeNDCgf+cON3m+YFM5\nLp0eqHWp1qfSDk/g7QuitSDZV56izYFaCiC7BHUy0eWAo6ZJscjxgjoVZ0LTGj4HcCx3bTSALuqK\n2IGsgS/0C1hmB3FpEOcgySzxThZVvygjF8228H2pmFmxJry2edNoSaZOBaabeSHgoIvs9tMZQW5G\nakVMcwyNU2IA9SCTCN4fGnwUP3p2AO889y3Ytvx0oY+ZPnbbp/Gx2z6dlP/ukf+DD1/xuwA4Do0f\nxdce/Ca+9uC3UItSW0be97THAGytsRClzdn0kdkkkOzL5xupawTAfQ8Au3cCf/Z5gAHdr7wUjQ/9\nKQCGVSs5nj56Eks6F9vbAZQIlOVjcEFxVrpcwaZOHiUL5G/VrEvnCx/gLcqsWh70Y7agFs5BzpNq\nmNwGN4nMXPFXaOe5dp7tqPM51cYRHhh0D+nZ/hBU/arKY5bFNuoY2PtMdbokV2cqckM0jNnbJRrG\n3IOKxSl7XKgeAuVzkF0X9ALNFQ3ceLNQmuNIOMvbEEeQD40dBgfHw0OP4nP3fgUbvvQCbPjSC7D/\n5AG88V/fhU/d+bm8PIE+euUH0fitY5nPR3b8Lj6y4wNo/OZR7H37bfjRG76Hkfc97QGO5UHInwJi\nDPLSHGQbmT62ePAQ82jH58Fz9BgwOwv84N+BP/oDnPzPP0PbQ09j5pN/AbD4MR0WPaDnMCfyVmQZ\nFoc51vAlOchOS8ZGl0aIc/64So6BLaOLMomwkSnqW1Ke+1qd0whyjOfkh22JDAAlvxhFLhQRUgbr\nuCoJwSCIIKdb8yY1DpFkszDQNisimvXyASIdLYZcqWdOzK0ANHAg2Z6k0QBq5f90Mt5uZtBYb8kC\ntTw1c64U0SmwNCWC1zEb1PH48FPY0LceP/7576POw7tNnHNc9s2X4rP9H8crT32J/lhluAO2aclG\nPDd2CPvHDmLzkk1+tiubbHyqisYZKlUgx2eLPiWf5TEzx+I4H4C7fd3RXdRXvhx8904Ei54G/x/v\nQcf//hoWvfX3MdmYBAfHsq6lBAAy2JLpx/OnL1U/6yambtSIs9elFSLwCP2U+opEpQkfcrGNZ7sa\nbTfJEyqqkOdJLZViUYSS100b3gySu2OuxYb5Ri10oBrFungf5Ey7BGhF+30BfxkycjIhjKOO/gu2\nA8PHy5GdUwRkHKnDyuSEiIDZZ/wGgBjUS7rQEfWE34nRV0LV5SAvUHUUnjn6r9qFuYvqK068iFIi\nbv1UUv7WI/+Aj1z5QXx4x+9m+rWxNizvWobejl6DKsPxHMDqnpU4OHbYEiBTBw+hydmlGnkaUuYg\n+6YsNDNfuQz7li0D1qwGuhZhpm8amGVor/VhBsDG9QGOTgxGbJqjoNUWdirgpeqXCFQ2ZXOQVSA0\nL8ZZl3W6DoP3g2yJLoeLDSsQyuRbohbyiLbEPgegrJLnSS0BkJ1yjyH5LuINeLiTBW/wXBvJm8cm\nuQ4cLL+nsS1Cpvq57oMsL1zbB/EoGUYH20aRIb1Nr0ySdJWCFj2ioeSci3Mr+LQsnGK1vppJLWPI\nApHkhegq1f3RKz+Ij175QYxOj+LhwUdx7qrt6Ite5iHSU++510GVHpSdtnQrjk0M4sj4UaztXaPs\npxAuFVVAw1Oej7CfFpD80hcD//5DTL/lYrS1L0bwha/gxOUvx/oVHE8fPY72msPD7MZnb3QgihQo\nldWAWZ/XW0AXk9pNINYHJCddTP4T7MjpUYBQJrXlRKrkETJlX3jLc6d5lYOsI+sH9YTgIrVuODi5\nQEo7FXGu3gvZhtemzpY330n4aKhex8BDT9jp9aWiDufKQlFhIQUlpVnkRPN8dQU4iN4Hea4A1wK5\nUDYHea5Ifax9ZPAxdLV3keDYT5VaF2MMizv78MzIvjIUlXfHLZZH+MmYg+xrQ9PylQvaNzgEvPmN\n4JddhMVX/Qr6XvxujJ1+AQ686TdRqwEBD7C+V8w/9tBD2ugpT+DL7YOcAYJlkMJGY+6xbxvVXafL\nx7c+8nQyIx6SrdzfcMsAZHEzeBHLJUBWwG3UaZwTeyHLsrQAgLpTYEtKsURDo5EHyM16SYhGj9W4\n48mIH1Irxez4gkSe9LJJvjIiFpOL3tLSLFSkMEYBqOeElBELX2pixLrkXSdULyOqgtKAylxH+PP6\nnxx+Ghwc568+p3JdMZ29Yhs4gBNTwyWpKtuvcwBC3ZjgBaJ8x/Xss0BPD8Y/9g6MPvQd4JGfYO87\nPoFFizvQCBoAgNXdKyX7PEjlC+/5VckztJWKnzUCTcDWa45d2wz2lWq7rzx7ahmAnCMVXlKch4II\nILuep+TuLuxZbMXJ+hiMJZFpCiC3AOnHLU1GfRb9F51n5KLlcGWxNNJesJiAuKVBzXhtuNYU6mrR\nHu1Xl4NcZEKbCPab/ebKEulFV+2aaxNImmnM4Oj4cZy2bKv1XsfWpAEhbbU2dLZ14PETT5aorzqQ\nbLUPchEbnHY8yDDCCUglc+LAMzUFBBw4axsafAKLOjYACH+OG9cHGJoeBgNDZ1snpcyDygXJ/Tuv\n1KjRAUo4uckoS8tqiLA6zbEPSI71qKotgK3Wdh95foC5pZBa7pzlcA7TpVjIcnXnRicXkqFsA08z\ngJWOvF+7LfDVxRxkB5Sb3AlQ5UtVTDr8yBX1KgrqlexkkSfCUJONc4r9fjojyM2kjOVzPo705PST\now+irdaGNT2rq1OlWCPnrDwbAecYmxkrUd88jiTLMpxBApM+mm5KHoLvsSeAGsNs+wQA4O3v3Y5V\nZ6zDS65ZiUtevAp/+Okeg02OpI3u+kYZPSLJcj8rnGqKxlooUm6J5mBIJSBZ1K/oJNuu4rOS50dz\nCpA55/lbk3JgzAKEcp5NsSiUqmvTJxeENHCJzY0GeFtbU2/J5sg7xzrq1ahj4P69+TYxFYb65GQR\nDVW5RSeXWmzaBYjmX+hod2dxdxqdg1wGLUSQKyXGcL2cg0ztk1r040hHJ46jETRw4ZrzQAMlnw81\nfnq8izq6UKu14eGhx8sdb+n+Yxi4aY/9eG1tcCExSmdthmlOFJ9TzgA2bwNO2RZ+f/Ergb/9Fian\nnwVDGz7wG2P4yp8P46+uG8Z1nxzBt7+xEQ/eeapmTAXWjNEfZr+mOcgmXQ42GqZfrct27gUFxjlW\nNXm2mdaM0SipjSnarOW5UUtEkFOwqEgytgiaBXIOcg7gcKvApbtbFTbLZsQkAKvs3fEmn7AlZ9iP\nmwP1mXz+bSa3t2DqRalEIHWu+k7xKzzTaFYEWUGJv1uNihyYyjmo2alqoq6SqSmWO/gn4AGeGn4G\na3pXE7fGCxnh1PucVWch4A1M16c9VJXsVeVtYi0TvGfXCzQrwJsVULYA9gDw3JPA/ieAh+4GPven\nQGcn+Ev7wcHR03UGzj+njq4ujpXLObZubqCtnWPbhr50TM7kC+Q0PF6AkviY+HxAMuAw99Icm/pQ\nerQ2mGQSzshUWwLlXBdi7cbyCv6uWwIgiyTiWmV6JcUnAWSuZNDnodpDjjyosrnzzRsNsDgHmaut\nbA5xEieaB8LRf9G5aS412d9FYCq3PNAnyNItBdN3BTMPGmBVRZCNdlG3SDRtBC3kILfixYUdNS0H\nOTq5fP7er+DSv3sxuv9sPd75H+9Lmp8Z2Ye2z6zEkutOwUv/zzV44d++CJ+47TNlG6FtTW3bgF//\n8QdRYzU8cPxhzDZm8fP/8nac9pUXou0zq3DDfou31zUppcI6B7mweh+A4APSLcByvQ7cdTewdAmm\nLj0FANDevhht7QzXfbEX17x1BS6+ejXe/itP4KpLhYusVgDJgrzsPsgGXZSYxE0lg+RcVwug7OUK\nj2ixzgay2td2lUyXi8YstQ5ApkCJwzms0eCoSQ4gz4E8bXSGpwII8T69znUOco7CkeSXjmGELjtZ\ncEQR6xYFJT5mzUkEuUnpKKRqW2XzJDI7nyPIzbSdMWzsW48PXfE7eMe5b8k0zTRmAAD//Lpv4bF3\n3YXR9+/D/7zit6swQtmS2vZmAMCZy89APaijHtSxe9MOfOPVX8S63jX2PqsikuzOhFJ/R9rInMaG\nMsHpbB24/gbg567BzOIGOjtWAABOnmR4x1snMfrcEXz9Gw/jy9edhTvulvZAbgWQXBowtGApCyQD\nZrBpE22mZOr0OZFBT9m2O1LrAGRXItIw/Hwi334ndOiAttI2xS37RqAGyDYgRJVgLX48KMcVg1rF\nQAfuug9od9jMPZFbIqpzjPqWSg3xddu2+TW+VP54WjMHuYlU8sVaM0HrwI03NU0XAFy77WfwujNe\njZXdyzP1YzPjAIDjU0MYmhyu+LkK2r+pbSHgWta1FAwMTw4/g/df9CvYufFytDHHgETFINm4D3IV\npItaavlKAqc33AQ8+jga73krAKCrM4wiP/lMGzaub6CtDTjjwmfxslcewbe/11WdHZk2d7CZ2we5\noDx1m5uoYro80Lruosv7zoWqqew7AvY0rwAyF/IuScyq2AvZSraxIq7UnASo29wyyJYjyNQWG6YT\njU2708nKNCZi3JW9TW+eUNDIjl+5Xp6v5DE2q+1kns8+K4+aHUUG8tM1HO07/P9e//t49T/+PN71\nw1/H4ORQlYYoW0RwfuqyLTgycQQBDyq0pRlUNlD3lFk0Cj4+AQzcAFxxGSbWTIIxBsbCY+f0NLB1\nczhPATg60YveXsUxoEyQzMQvFikiJnmZdgeZXiDZc12UDTST9WQAytYpDp5hdW0kuRjNK4CcJZ4B\nzABHEPBiWwxTmR1JNNg27cPQzzbFwgRybYG0NVDW5AsTVf3nngm0zwFApsycC0zVULwoZJ7gO6sc\nZBtAm/kNLlAzqP+q3QCaD5JFdQEP8PTIPvzz676FA//jEdz1S9djbHYcb/33XzbKyfx1NwTUiU/0\nxZqe1RidGcejQ08Ifcu8Ne1Bgrz+OIfcyhey/aq/tnaY9Kn4CoCrvY8CN+0Bf/MbEQSz6OrcDAB4\n5tka/uv6TixZzDE9W8dtN6/Cv/7bMrzu1ZqHLMV5sV5LJpAsV0YfQm7/rh0eoNYAlH1Asu/a9JpH\nHQi26CPr8N71ovkg+XkVAkwiyA23Ezbnkn8z6RqOuRtid4pV9SY91QTr2uL2mHxl5BligdkqUURj\nFmjzSLEoQt5pNBWQKYIu+ryV7C5KZY+FRwKfL/5pMsXAsBnbRiZPKzCGR44/jq3LNuMlW/sBAGt6\n1+BzL/kTbPjLszE+O4Hezl61IBnYeNmeXTCpiLD+1MWbcXjsCLYtP13icdRlOm662q4Cd1pfFAHJ\nHtFY1ZhMAIXiG58AHngIODGM2dfsAHAcnR3hPtn7nmvD9/+tG3/6hT4EnGPjlj787RdHcOlFdQAK\nebItOZCsSG3M+IjT1S4k6lOpyjXpeJg62GACyUo3aeZRN8dKvyvsz7hWM0ZZD6BZ72Xa7n9ymXcR\nZN3LRHJbvenkGOuIqLFqzk3HSLk9CGiQrJp420hwyXvl5g1PywP3PtTcCDI5YaqDYROIB5qrYZs0\nnLkl/xzkigbQIn6ZD0TlIDcjmsyiE03AA5ycPYlzVm8n+wVwTG0owXZZRMACjMycxJPDT8s9C+vS\nKraggZtuVjc2aScNPUuJ0cm9jwE/vh547Wsw1TGEWq07aersBL7/zWEMPXMU/33nj/HX392D14rR\nY9+UCiMbkz66rtlj/MDNcg6yLMvGZl001me+nBuK3RHQjTmpMkWKTboK2F7iT2jeR5AzAdsCOchZ\ngYYwmbI5alC1x/VxmkW9TvSJkAK1CGwiwTp+L1IMptGYoxxk4aKFUVeaTQxFNhphmkVAzCNJ8zCU\nTK25IsMg1/A89EsLEmOskkhyI2hgNphFPaijwRt4ZPBRNIIA+0afw8j0KLYtPx0npobxG//9e7h6\n824s7lzsY7zXRXxqWwMNHmC6Po32WjtmGnWMTI/iieGnEIBjuj6NqfoUutq74BVJrsD2psnzjZz7\n2BDzcQ5MTITPanz5LxB0tYOP34fe7tMAhE0AsGF9AIBhpjGLtdQbGL3scB2vZdTTVR7TBXAUNjJE\nUVjX+VKxlB2N1RmAvC7xWO8V+fWNdJczl2yu3ujGGON3rN0kllGrRX8ZokT+MO+tVmPRBQlLLkzE\nuvh7V28nam0MMxOzQpvIF/0NFYRl4Tuivqix5C/EPrW0DjWZN7xyYSwrD6yW4WM1BrZhPfjISPiE\nQtyX+oTGu7fp2hX1ShtCh+X5Fy8DVqwF9j+pt4NFl5QmG+Q+os5MG4i+BlmqsvxXaGc6fVGZbTwT\n/Ph+YHZakAWFbOR1AQRfXIckYpfWS30Inux3uY0JrMR3WZeyTqeLaDfKM/CQ45d4VUT219T7ygPQ\n1JxgBVVxPP/oLZ/Ex279k0zdb13yPly87kL8z5s+hqMTx7GkczFevvVq/PFVf4A1vQVeNe1o/0f3\nfBIfu/VTmbqPXPlBvHX7L2DXd16FI+NHEV84MMbw1Lt/gs1LNqH0WxZV5OKXPpce8lxtOHAQ+K0P\nALfeDrS3Abt3AV/9IiZmn8ZsYwRLey8GADz0SBvGxhkuv6QOzjluP3w3zl+1HT0dildN+/jC23+a\nO7le4nR8Kl2aNq0u54Ym3Hkuqqs8ebVTtoNzbn2gbi2AzBACSAbUmABqa1I5+puC3/B7Z3cHOha1\nYXpsJtu3JoJuIAGqMTisZetJYBwahQQMC99ZDIBEmYxFAJmFLwaJ+9YY2No14BOTwORE2tcBzBrb\nPHnVILmW/97dC2zcCjy9V2onPiZAq+SvpeDLVh7VViZAFgAvW386+MgxYGpckAVCNgjdyLaL9TmA\nnPyX7SOX469KgEy0ZfqJ8qCpk+Tl+rDMn4x8SmeOR+5vsM8T0Krb/OS1AkAGqs1HfnL4aRybOI4r\nNlxajYISbX9k8FGMTp/E5RsuUSkrTVcqrkSZrQCQATc73voOYMkS4NrXAvv2AZ/7S+Bdb8fI2y/F\nos61yfZut93ZjnVrA2zdHGBkehR7hx7H5esvVtvoDRjnO0jWtDuK8waaNu22ukzz6AqSHeW5AuQ5\nzUHmwgfIDpNLHckUVLnc4KhR21jwvK5sO8/1J//qlKvqkobow3mUnlDTGFQxEXsm25/aQ56BBx/z\n2wdZI5Osd/GP05wUoUho7mUhpoOMZb8clQ+8qtsHGfB2ejPxZYuAWR8y7YNcFVDnnOPYxHFs7Ftf\niXwApc7LBqOdJfuJvPDLkzYHOSOPlbxOPWW52LD3UeB1PxOeWzZtAq7uR/DEowCARR0bAQBTU2HX\nTRvCXPUjE8fMNsZBBlfy9h/NF+6DXLYdmjEnX+SPuzjvQELcngs8eRhhmkfXoIW3PDtquYf0dBgz\nhyd5FsMGQaDOQc6h6bwslQFcBLekXDdAwBvxa4q5UmfTKALKXPuyEcLA0vdBJq4WioLjqin2QbwG\nyDVk8qWN4VUMrohM6nfgESHx7FYKtepbHUuiNEWtvM++k/vBGMPmpaeQ7SUa7/8RaOmiJQCA0elR\nnbICH5U4O/tK84ebMLXtJhts6MX9wLe/C4yeBNasBm6/HVNXnQnG2sBYCDee3d8GxtJnvE9MDaMv\ns+uJAfC4+sLbfyXPsbcu6mPS5dzgvpaSMZesq+Q7e0V+fy0DkK2CawKezHXjAA84ajVmv7mBDtwm\nbRSy5tJfG2WCqHqrvW7acMjk0gcc/WdtBXhA7wVciBx92nRKFyFv1LMXOra8zlQi+Igouw+yh13G\nH6zHHJY/TI2uZiorl+J9kJtNh8ePYn3vWmV7S6SYECfCg2OHq1LmwcLKnz8vv3sAZRuQ8fu/C9x3\nP/Ar7wNe/ErghRdi9hWXo7vrtKTLiWGGVSuzB4d1PWsI+zzIN8psCfL6d11ZzAajLsd5qQIkOwNK\nXd8WAcme1BIpFrn6CITxpJeaX/wbcKT+U0Scc3p5vj3XWdVFZ5SuLvOykNZAgtQFh3qCok+9HoUB\nShyDAMJbPqrsEkXPrTPFHQkjsw+pFnnJDioaRV6IILcs7RvdDwDYvOQUbb+WAMlAcrJc1rUUI9oI\ncmFFnmwl+6mZflfp4hz42Z8DrtoF7H8CeOoRBIOH0fWJr6GjfRmA8Ll0ANi8qRGW62HF8q5llKJy\n7dMzebb52GAjz+JuhY0uH5Asy7YFzK0eSfagloggZ4GuKkysSEeQzveZrd4kURyK86Ksh+ehOedS\nX9VfE3GkALlCrKK3gcM9Bzlr4MDep0OAXGaahdIHBufYXJSUQVyasFwOspZZ8d2Gyj/5VZuDHJMj\nYF6IIFuRKQe5Cjo4dhhrelZbAeCWAckANvStA4CKX6TiNl7rHGRnM8oGho66jh8HHnoY+OV3Aj09\nwPLlmPr5Xei4/p6EZ99zYWCoI3p85ejkcQBAjamgSJMjyepGAMDAzXvKkVd2akyVIFnWowOuz7NI\ncksAZIoS3ClEgnV3dZMostNeyHlBTcGpjbqUYuFzizsPcnPtNvXExYC1TTZv0yvNoQ637IsEMjOL\nzKCzMVvOBYLXbQmfPk2gIkBkHkeQWwkUlk0HTh4EAJy6dMscW+JIjCV7MlcbRQbKjzI2kwrY8ehj\nwM++HjjlDODqVwB9fcCPrgcaDQQnjqDjuz8GO+/CpPvQcA0rV6S/vUPjR5Pc5PLtm4vIr4O8si9o\nmgWSve2YfyC5ZQCybSBWF0AGkOQhKztUQMpn2lS6G4FdDrLtSVwFlBVguAzqP3srUJ8VdrLQXLWU\nRiWncpCVurwS6XslDyrqyuVRNgd5geYTNTsHef/JA1jVvdLpIqBlLhgiOw6MHZxjQ1Lq370rLbRM\nqoUHX6MBvPltwMtfBvzNl4H3vgeYmQH+6V+A07aDXbwbWNQB9kcfBwDMzoanoM2npG9aDHgD63vl\n/OOS7GOefBrq37XTw44mgmQtaPSRp2Nppu0eILmEuW8ZgEyRLmJM9eQII8ioseYEozR4hgsFLvfl\nnHjdtCJaWRTUmiLNRag+G+Yg56Kusb4qAC3PfrR6VH0Vdcr5lC80or+lAmSu1ldEJvl9gRbIjg5F\nD7idvuxUZ95WAckre1ZibGa8CZocH7BK2OYpSH7sceDIEeCX3hweXjZuBC44D3jpi4FnH8Po/d9C\n8NXPAatWAQD2HwjPd4sWhTYGPATKq7tXVmNfwuLI57u7hUmmT5urDcyky7nBIEtlh0e6hdH2kuVZ\nUEs9pEcFXq3SSwVgwQMOKQW5fCpDcIPaycIxXcK3nzWf+gpgYO8zKUAWm8jJoT4lEJcLmpXjpVKQ\nSS7E8DWpxU9wzYi+Z6k5OcgLVAU1Mwd53+hzWLZoqTfYtdk+rmpa37sWYFHQxHmrLx/SyyNzkHXb\nhvnY6C2LGT4EjY0B4+PA9rPC3OO9j2K2MQQwhs6OdUm3Y8drWLY0PbCdmB4BGENXRzdhY4n2+QIl\ngifNQW5hkGzUpWso2bc+gLyKdAvP33nLRpBzUMcSMAQNMQeZV40zIAM/LgM1ZZoF8aAeUE7EuFlU\nr0cpFhoQqaSq7LSQq73qEiPLFsyNujkPu+nkfIm5QD+l9Pl7voxL/rYfXZ9di3f8319N6qfr03h6\n+Fn8yR1/jt3ffhWWXbcZL/r2qyuxoWqQ3BvtsTs0dUJnRMlAuYIxlWmfFoRqGdOv284Io8N/8HHg\n9NP+f/bOOz6O4uzj372mU5fVLDe5d4NtjHG3BZgSSmgGAoHQO4GEQIKpDgQIhDchlIAJLUDoENMx\nGCIb2xQb3BvG3XJTs7p0Zef9Y+9Oe3e7e3tNOhH//JFvZ2fmmWdm22+ffeYZ2LMXln4Nra20tO1A\nkmz4VyT1eJRbar9Sb6D6/uZKJF0lEqBfWFaMpDahVtdUJ8mJbisGS7KhvAhtJRiJdKCMGYL2rqm3\n9coY5cmywGaxhggVSbAS+Emh7wLyt6f6FRrXVkAtTQuygb7R9CGW/voJYVg97ZGP7INspn2jo5rA\nqhFPKrXuUnj5oHIhgvwT9bxuk8pE0DGOIYmCtzSLAAAgAElEQVQGh3yQuy4S6YPcK6sHd066hfnb\nv6DF0xLYv7pyHbd9eQ82ycbGy5aR7+zGygOrE9ZuKCRJSmqkCUmSqGjYS0F6ftLa0GgVrZfRIB/k\nqEVKCTSCSCBpuJaZqYdQQlHccSv87VH4+Sw4YoyyxHSaAyFkstKHBGrs3qM865zOdikNrkby0nKT\np59mVizj1y4vPA6yQVu64gx0iFO/6NrSr9ZxbcUqTy8vpk7pImUtyBBdN/1jJWRZWSwkRjkmW4tf\nhJogaxr5tD67C5LmTxzahhmoXSzCBbX/BfRGf+iMmgx1pQjyJY5WmIaOhsUjtBWvH7KZVQsPGXwP\nIUk4Y8ipnDb4ZArSuwXtX31gHUsqvuGGI64i3eZEkiTGdh/dSVrGj8L0gqAXAF10sLtF58NAv6ef\ngRkzobg3XPvr4Lx334cxR8H1v4G8brBoAbz9Gmzbjmt0XwCs1qxA8f0HLGRnB4sQCLpnFMWuX6z1\nEuRuYaqtWOQdsiSbkBehrQQhJQlywKUihKvpbathHOZN3xXAvziJIbNOFOsWqJab7mpQOh7wQe5Q\n94IY3SeSCSOCHNeLTDQkP/r6AR/ksGJR6JwyxL3zFUlunN1gJMMHWa2+y+tiXfUGSjKL+XDrfPrO\nPYzDn5/MOz+8Z1re4085OHJqJs78HC65Kl2zzMlnZiBl5uDIU8r4XS3Wb7AwfloWBX1y6NYrl6kz\ns1i8NL57pX8FQP/EsM5E3HGQO2pSX48e8PvfwQXnB+/fvx+u/jWcOwue+yeMOQwuugwefQIOVNJy\n1iQc9vaJd16vcoX27+sFSeK8j66kZO5IZr49i3GvzOS+b/8Wm35xITZSqx8H+RBJjk9gjPKSTJJT\nwsUCovmybFxSDg3zpldN5YagZIUU0PT78D9FEuAW4PFAukNfvw6GcdM+f5FAYd/biywrFSULpklK\ntH00cm8gZH9njGEYQQ5x1wjsi0MxzapaMuNpx1c33jGM52FmyitHxNdGoK1Ut+wpcHldXDn/Rt76\n4T2a3c1IkkSJo5hn+zzOif1nMm/zB1z72c3sa9qPhMSY4lF8cNYb9MgqiSxcBfVwVLVUs7+pku11\nOynOLGLvtZtYWvENJ799LiMKhjGsYIi+IB969ZS589Y25i+w0dISPtZbtlpYt95KQb5g8kSPSg+J\nXj1l3nipmX59FTL7+FMOzr4gk71bY49lnG5XSHp1Sw1FGYXGhRPqxgDB94EUhVafTz1Z+V2xEvao\nrO9vvg19esPQofDBh/DhJ1BXB04n3nf+BfZmnI7SQPE9exU7XEaGkr5h7FWcNegUnDbF3+KKBTcx\nrng0J/Y7Jjr9InfK96tRT8L3TEv0cU5hdwtDdwaDatG2ZTS2/htNNO4Rku+/TnC3SEkLcmiftMdF\ntFt91ZVCia16M/RLeejXdU1XB39Bfetz9BA+Fws/sdSR3YFWKU1DYpB3QfBglg3rp2wEJurF2lCk\nwkauFKHl4m0vegivG8lqa3f7iNhetAqJkPFPTIei8kGO5jzsiIVCEnFddJGlppvdzaw8sAaLJJFh\nz6BvTh+q3DWc/e5F3LvkQc6YdwF7m/aRbkvHZrHx/YHV/OytWVG3ox6OtZUbKMzIx261c8ekW7BZ\nbEzvM4WjS6fy6fYvAH0L8fYdEpasHH51RQYXXJbBs/9ysGpN+GPm+pucPPn3FrKzIScnOC8vT6J/\nPxlJUm6TFgv0KInf8uv3QzZZOGnuFnH5IAdEJUE/PXmh18qKVQpBHjManngUdm6GkcNpvPZ4ltQf\nx459DyNJ7Rb/vfssZKS3yzi8aDhZjmwsWCjKKMBmsVEc6aXFSL/IFQ12RyezbNqUrutuIUVqK4am\nYm0rFiU6wd0iNQkyBh+OjZ5rPiKha0UOESKC/9NpIxEPY42EJ3SSnp9gdc6D27z1PmTT0A85loZU\npDiaoQh6AzJDqhMEPRcLodqIVxVTY5ZAxHMOJtuC7EfcY9o1LMgOq4MzBp/C2ku+ouHG3Tx27EN4\nZA9Om5MtddtJtzm5buwVNP12D0+f8AgWJFZXrmPbwe1RteMfjvq2erIcmZw04HiAMNcRvxuE30J8\n6a9cmvLq99XTsL+eW37TxujDgsntv1+3IYCiIlk3jLkkSXTrlYszP5ff3ZrO+o1WLr06A39ouK+/\ntXL8qZkUlubQvV8O516Ywb79xse0OKOINm9b5MEIViTB54oU4S9acQnUb+4zUKbhcyzLsGgxHDYO\n8oph40YlasWA/r5Y/hJkZ7M5+3nS0wYiYUWW2wJVZQED+rVHr7Bb7Dy28p/M+vAypr5+Krcf9VuO\nKD48yf1NMJFLeCi6COQvah1jJZpRNhNrW4Z9SgZJju36Sj2CnAADlPAKJIufM7Vb3oTqV6hraRpw\nNazGieQhXm+CV2GLASJoFMxWAnw+yIKQSBamq0fO1H1DMt9Uwhcr0YJHL8ybTtuxqKNbJ/a+JS0O\ncjIsyJoyzXz+MWordS3INTWQW5KNlJlDZl4Jfzzhfu68aQiN7ka+/Kg/8j0tVP2hkn+d/W9a7mjm\nidOeYvkK+Mu3j5FpV0Kara3aYKotr+yl1dOKR/bilb2srlyHBQvH9p1BaXZvHvjmr3hkD0t2f035\nriWc0O9YAM74uYfTTvEELRusRm0t7NwlIUmKLWD7Don5n1n592s2fn97Ouee6WLHTgsuF1RVQ2WV\nxNffWnj3Ayvz3rey9GsLH73TyB9vb+WE49zkZIugQ1ZXZ+Gqy1xsX1/P9g31ZGULLr06w7CvqeKH\nbOyDHCPZTQRJ7qn2OVbJEwK65cE9dym/JSXK80uFA4N3YyWdrPSRCLxIkvJs27tPoRhZ7fP1kJA4\na9CpVF69gc/Oeos7l/6Zb/d9H52uHWmdVCHYB9mIJMeAjpwgmgok2bBaoklybEgZH2QtBHlLiGD3\nFa1tPwIT9bzhzDcQek0t3LDl6LMNK/oV8LtYaMkK6lTMjRmo4RsQ1cBF14JqQKMlyMkw3GmOoXpf\nEsbQD3+Yt4gK+ZCQ+7pRf2Loa6CKqm6svr4dZUH2I9ZDm8IW5NqDiuXN4RC43IoV98VX7XxYPQ/R\nYwXIz4TUkBh/6+MwcwMzek/hy4qvaDYTsQG496uHuGfpQ4H0y+vf4PaJN7P8/SmkvbCKuzbY+ePh\nbzD00gd46aSnGJI/iOZmuPk2J2/+x05DgxS0+IPbF+1wyOhsJAny8gT9+8rsPyBRWCh48z92zj7D\nRb++gtY25SNaVqbS16GDZYYNgepaiY2bFGJ1xFgvJ53oYWKZndqD7cfsxOMVv2X/rey6K10c/TMV\nC9NAmi0NgMrmKrqbWt5YhYT7JRs2Rkwvv/Hq6Pc5/n4V7FEtzW21QXGxYi22WmH4cFi2LJDtqd/H\n9uP30i/7CqrZiN2aG3CxqNhjIc0RrNOBliq6ZxaS6cikrM8UZg05lVc3/YejSo6ITt+ODIkWizzD\nOmjX+58LAefjQ9H6ECd8nLSRNIIsSdKJwCOAFXhGCPFg4qT7n4raT0chy1isFrxuDUuBLuuGQMxF\nSQpvIhkcyysrNxz/ZDct6LWrG7dYla+VF7rflw5vxrjDZcP6KhvuKF0s1Oetn5QJSRn7RE22M8Uf\nY2wktJo3NJJHSIFQoq4VHDtim/5jlriTMCFxkPXOy1jJZxLfY8LbikNPDSRysYseJXDjdS7yi5+g\nsOQ5Soq28Pnn5/HQQ89Ar28ZPmIpl14yh2Gjy3G3ZLHq++N49NFHqBtYzvf2r8mwZdA7q6eptuZM\nmc2cKbMB+HbvdwAc1WMc/6mVue8OifkLoKXlXJ6/5OeBOlden44sw1dfNPHci3bWrreyf7/EilUW\nDlTBQ/e1Mnyol5paiXsecLJug5UJ45V78XcrbOzeI/H62w6EgKpqiY/m2xk53Es3X6S5vDxB9yIv\nK1ZZsdsFLS3KLbK+HlasstC/r0xenlLWHz950RIbo0YEWzW1IEkSuxv2RE+QlcoJefAmxAc5mfD3\nUZbB5YKmRgJvMwDjx8GLL8F7H8DxM9n+yS8p2dQDeUoxaa0HaXPvCYiRBQzsH/wcrmjYS7EqvJtb\n9lDg7Pz41JHztOIgk/iXp/85kmyU17kkOSkEWVJeHx8HZgIVwDJJkt4TQhh+94t1LYzQeupQbwl/\n5moZ2fTIdFBZ0f4Q9e/3esBqRciysY5GA2NElP311CdKVA/yMDYbDo8bMjJNVtUgjxBMjpMGEdy8\nHlH1lREIH482ILQCQFY2JItvvNE56YyI8yEcQjsyMuBPd7exe1933p43hxznp4AHEFAxkayen/D+\n+1dx5x9fRHblcuON1/OHP1zKnXd9RIu1DY/Xy+l/y+Lo6V4e/UsrJSX6D4rHn3LwwssKyZ158jBe\nfVYhM83NElffmI7LpfCkN96x09ICb/27mfc/trN4QQObfrCwb7+ELMPW7RJ5eYIxo2XSnV5aWyVa\nWuG4o908+UwaNTXKZLzPP2zC4wta4fHChBlZHHmEB6cT2nwcrHyRlcICwVFHeqk9CPf/xUlhgaC4\nWOBywao1FvbuszB5gpeSEsGGTRb+9GAa777eFHFsSzKL2du4PwFHKUURDTGY+wy88iqs3wizzoQn\nH1P2790Ln38BPfpCa2t7+SVLFV+JwgJ48Xm45VYa/3w1tXdaGDzrEXD0prVte6D4/gPKDS4np12f\nyuYq5u/4LxcMOwuv7GXBzoW89cN7fHbWW8nvb3BFtC24kPjoFjGgS0e3SDRi1T1+kpwsH+SjgB+F\nENuFEG7gNeC0eIWa6asQIEIm6YVVE1rbBsK1soR+UkTMEIqikRYLCZIToYBevtlBi1woKFW+cbuy\n4XexUC8EYiguUj9MqBIL9OQanAuGa3gI1Q6vyUgehidixyJpPsiHkBC4vC7uXjmfB5vm8N5HirXt\n9DMe56m5Y/nTn85g4sQPaW0sweVK5733rmLcuM955fW+zP8ghyPHLWbqJJmP59vpMTCbhV/qxxD2\nT7Y7ddZekCDboazm8MtfuAOT7M47280//tbCwAGKq0RRocxtd6dz3iWZ/Od9O3V1MGmCzMSjZEq6\nQ24uPPmMgwEjs3nyGcWtoaBPDvf/JY38fIXoFhcLnn7Owe4KiXnv23n9LTvpBUqZg3US512SQWFp\nDmMnZVNZKXHOmS4y0mHCeJnpU2UOP8zL8hVWXn7NxvGnZnH/nFamTIpsQS7x+SF7ZE+EkjpIwJeC\nuOMgJwo9deIct7bCwIHw2ksw700omw7HlMHBA5DjW+2jbDosW0r1OzfTWiJY57qNDdsuYfeBf1BV\n+wHfbTyOnbutYR8XW71tzPvxI8a9chyFTw3lrqUP8uKJTzC+ZCwxT8BLeDSPwH9h0I2DnAyXrY6M\nbmHo8xtDU7qyIvQp2ol7kgmZcSBZLha9gF2q9G5ggmGNGCxqeoZV48VCTOgQZgEWqvwQdwQT1uNQ\nV46AUTIskkWEzkUysUdyuzBCKBs0KyNaH2SlMX8j4buTYVUNlWvYTnBm0CkQdDzBZ2r2LZhiA7f2\njP5D5uJDiBYe2UPPtL5U3/c80i/vBlsTVZlbeOnFOxk/fgEOh+JjbHE0c/jhX1JZ2Zv773+Ru+ec\nC+4sKqskCvK9NDZZufk2Jzt3WaiqlhACjhjtpa5BYt9+C1MneTjr9FYWfFRIY4OdkUfK3D+nldNO\n8SDLUFMrUVMr8cTTDmZM8fDlEhtbt1mYebSH+fMauf/hND75zM7qNRZGDJf5fqWV3BzBXbPb+PXV\nLq79rZOqKguffxRu3Z1zextzbteOKjHrjMag9J33pNHg2yVJMGKYYPsOwewbMzjnLBfnnuXGzHLV\nDqsSe/5AcyU9s3pEe1jaFYDEflZPJMzqp+dzPGCAYs6vq1ccxG/9PZz9i7Dqbk8tORlHcvjgd0hP\n6wcIdu3/B62unQzu8zDfr4TBA4LdK9q8bTxx7INM7HGksf7Rjm3MVlXQtSQTpcxknBcdZUmO1N9E\nWpIjjVMKuVskiyCb0uaeg9X0sNqQgCyLhaF2B0c6nUjA8rZWJCSOSleCiS9rbUFCYkKmEnPz2+YW\nkGBSljJz+avGZiwWiUlZGchewdK6JlobXUzOUfKXNDQhITE1V3EHWFLXBBJMy8sCIVhc1wSSxLR8\n5Q35y9oGAKYX5gASX1bXI0kS04pyQcCi6jrAwvTueUgCFlUeRJIkppd0U/IP1AISM3p2AyQW7qlB\nskjM6JkPQmLh3hqkRjfT+yoWjYUVVSBJzOijWIsW7qoEi4UZpYqv3MKdB5R8f3l/up+yIMDC7fuU\ndP8eIAQLt+1V0gN7KflblRvgjEG9lfSWCiU9uI+S/nE3AGVDlADv5T/sBCTKhvYFCco37QDJ4ot/\nrKB84zbKDh8GNjvlG7aBJFE2YqCSt34rSFA2cpCSXrdFSY8arKTX/qi0d9gQX3qz0t7hQ5X0mk1K\nevQwJb16oy89XEmv2qC0N2aEkl65XkmPHamkV6zzpUcp+q9Yq9Q/4jAl/f0aJT3uMKX88jWKfkeO\n9qVXK/qNH4MAFi5fpeSPHwNIlC9bqcgfPxa8Hsq/XQmtjZRNUCaalH/7vZJ/1Dgl/c13SnsTj/Sl\nlyvyJ45X0l8vV+QH0suQkCib5Et/pUyKKZt8lC/9rS89ISTty1/6jdKePz8krez7mrLJk5TtJYpF\nuWyKKi1JlE2Z6Et/FZL/laKvOq3OX+xLT5vsSy9V2p9qlFaXX6Kkp05R0l/60tPUaSlCGsqmT/Wl\nF/vqq9KSFJwOzddKT5+mpBf507583+p27fnxpb9a/B3/d/bduF1WhK0JMmpZvPhKqB3EkCHfU1S8\nCxBcdemnnHDiA9xxx7usXTsFISzceF0bl18lMWniPnZV9GTFKiuzTt/CsGEHefnVsXy/ysrzTy2k\nV88m/v36cVz16yzGTthIN2cW11+dz/mXZPD8U59SU+OlpnYmNbXw3QoLvzp/ES7XJN5+105Lyw6m\nzFSuZSFg9MQsLr7gB06Y2Yfb5jjZu08mM8PDKT+DV19ojnk8pk2ZhtsNW7ftprLaSVtbNjYbvPPu\nMm68ZRKzTndx4XluXnljCb16CE47dSpCCI3j056WJIn3FnzMsPwhmvlRp4Uwf/5Mm0rZtKlRlY87\nrdZv/UZ45VXktes5MGMaJe+8AUJQtWUraWMnkF1VBS0tuG021uXnM+bCX8KXS6jv2ZOVX/yX6QBt\nLr749F1aqOLo6UeT4RwQuN76DcrEaknnw082sHffJiaOnwRIgfbTBznJcWTrXM+qtP9+4L8/RCqv\nTgsRfv8wTEuqdMj9aOpkn7yl+vmhacm34p4QEcpHylfJ+9KfDrm/Tp2k6Kd1f9ZNS5QvWaqfbyRv\nshn56ufJROO0//kUmr/0G2V8JvvT/vITARGSVuVPUj/vCGxv37WbWCAlY4lUSZImAnOEECf60rMB\nWT1RT5IksbS4d6CORZICFvb2bQmL71dS/Vos6m0pZBssVgs5Bek0VrcE1ZMsIfJUdSUlQ/VLUBpf\nWULKte+3aOerZKvlYpGQcnORHA5EbW1Q3bA/pcPR50VZTtLcbwnoG5QOyLXCiCNgwwpAqw+q8pjQ\nM1R+6J+WjNB9KOMelqe3HSmtkidpyJAKeyE8bqiv0q8btM9At0AeBE38CskDjXSguKpNrXRonjqJ\nRpuh21rtBWXp1TNoS1M3HZmm5BnVi5QXfZ1ETdJzeV1c89lNPH/BY4iWHKTMaq6+ZjbdCnZx/3M3\nMKavhSNKF1NYvI2XP7iAR+66gqeffpAFC34Jkpv/zCvlhWdfZe3a6ew/YMHVBhkZgto9ygv/UdMy\nWb7CyvrvGinpLlO+2MIZ52Zx9jkN1Fam88A9rcw8JZMbrmlj0gQvL73i4NvvrHQvFiz5vInP/2vl\npDMzaa6qD3z8+vnZGRx3jIdfX6P3BSV2zLkvjXseSAvad/dtbUiSkpeZAUjKXDKPR5kvfP45bp6f\n24IQArcbzr84g+9WWtmx08IXHzUyaMwudjfsYUJPAytmNEiKJTnBMv06vv+hco9e8F/FleLJx+De\nB2D7dnDY4d+vBde7/BJ4e56Sd6BSOf99XzJbls0jfdAkzea+/c6KJMH4I9RuL4Kv9y5neP4QctNy\nNOvp6h0tYqpn5GYZg7yIdaKUGaubZSztG8mK2Eyi+iUMRMWmu6XnYIQQpm/WyfJBXg4MliSpnyRJ\nDuBc4L1kNKQei0DYYlmZEKfl8ql2ldUXqDowpn8Fwt9AoL4ILhMq1+sFmzW4iJ5O8fgYR1MuvGLQ\njx8BH2RZ+Ja7srWXC/oTxvrrtZdohPkPR5HW0kl93nk8ymp6XQiHfJBTEx7ZQ+PK4xEtuYCEaCqk\ntboET21P8qwliIZeCCHhdLh5+LbrePHFu1iw4JecfvrjPPXkJHKz9zN5ykNs2WrhwvPakAUcddQC\nFn83nvJve3LlNcfRs+dOXn/bxqo1Fqpa9wGwZmUGLjd88pmNjHS4/ioXZdO89C2VOXDAwiUXuvB6\nYcY0L6V9ZB54OA2PB5Z8ZaX8SxsnzIzRpzcC5tzehtxYH/R3921t3DVb2d9wQFmQ5LV/NfPys82c\n8jM3lVVSINwcAH0XkXb2ZYisvTz47SOBCBZur5vPdyxk+HNHkfVIL459/efsrN+lrYgRonw56lAf\n5Ln/hOnHQFEvuObXilvFySdBvipqxJKlyvLRgwbB3Cfg3bfh4Qdh6BD46BN46H7YvB7qKnFXbaCu\n4iNa9n2rS45Bmdg5oF+we0Vtax2AeXIMUY9tfPUivxjr+iAnTIcOlBeDISBStdjUMDBUJNCIEQuS\n8lQXQngkSboemI8S5u3ZiBEsEIp1jmC/T5/bb4j8yGMg/H7IBsRM+BrytxXNgY9c3IRAXxQL043H\nG5oq7voEqykASSg+uHY7tEWaJKPjexyxIePdcRSMTpaeWK8bHE6dMpqDliDdooVW22bPvdirRo8O\nbSwhCIpSEwcy7Bk8dP5pvPknkCQvVqsbq9WD1eqlaesw1nbbwrFnfc6EkWt54YW7+eCjyyC9iqqa\nIrbXT2CQvAFZhkEDvBw+ykt2dhU33HgOjQef4MD+k9i390/Mnv0Lvl1aztCh8M9nuiFJ8MOPVjZt\nhmXLbbz1SjP/+KdiufXfPq+4Lp09ey3cNbuNd19v5vLr0vnz/6XRr1TmpWeaGTK4cxffOOPnCkFf\nu97KqjVWvlthYfBAmfx8wfmX7MMiHc8FzyvXqM33Mr+hehOz3vsVz5zwGKcOPJE7Fv+JX7x/GUt/\n+Wmn9aMdEjEbC+b+E/7ti04xYTz8/mYlKkVlFeQWQWYGtLmU54HVChs3QVqaYoK/6RbF/7ioSHlW\n/OFmOPdsAFzuKlratpFm744zrVT32Vpdo1wHoYvI7G7YE3jGH0ISIBnzHZ1KxObXq1+t4xCj7lEg\naWYvIcTHwMexC0D1PPQnTDwkfUX8y03LXqGq0cEPXs0+qOCfpBdF95JFks1LVJQsG9qvfZfbN1Gv\nrVWvUvQtBU5u9ed6c1U7nEipl9tORtOJthwIjTjIiboM4tG1Iw9bwq0xiUPfUoHcWM+KdQ9Q29C+\niMfMmS/z8it3MCDPRXp6I5dc9XsuvWwOCAmvDOvWfkBr68tYrYKF85vYtNnKtGnvsHvXSAaXnkb3\nIli5+naOHN+bp+du472PB1F24kEATpjpprAArr7cxaxfZvDxf5qYc3sbV16vhHp74en2hUdGDJdZ\n+kXkkGqdAUmCokJBQb4SMzk3F8444hRA8Szww2Kx8MqGtxhVOJyzhigxnudMvpWiJwbxQ82PDMkf\nlDQdzcdBjpGF9OjRTopbWuGUk2DFSoUgA+zcAg88BFu2wsqV0L8vrNsAQwYreTt3wYyZkJkJF/8K\nAJe7kpa27aTZS3Cm9TFsfss2i7ICdQiaPM0UpxdE358EkZ24IUnacZBjF0jUxzdVxgIM1O9I9pxc\nkpxS34XbLcd+EqfsicwJ25/uAa4ZWE0v2DpNkPzQ2onuSIR96jBvHWkh0xjQqIyzhBSOKpKFQUvq\nc1ky3BlBXAdbGz2qxUKS0XSCF7Uw3y7RG78TtlBIko9hEsbUP58jVkuy3//48x0LqWk9iMNio8Xj\n5KSCy3n72r9jcTRhsbZilVxUbBvJw//3JF6vA1m2kpbeiEXYefNNsFi8jBxvpbnNzpWXrWPD5uEs\nzrmev09/lC8WZrBnzyCKLjyRH10HeHfuAoTozcef2pAkiZdfszN0iMyC/9oYOsTFm/+x884rqUmG\nteAf+sGDZAryYf4CK2kOS5iFu1dmD9ZWbeDwolGBfRn2DAbl9Wdt1YakEuSEQ20xnnUmPPW4sn/F\nStixE357s+Jb7HYr5/3qNVBdA4sWQ1VVO5G46DKY/XslXV+v/JWUgkXCIQnk7V/jdPSKqI4shy8O\n4pWVr4s9s0qi71+qEEJIAkGNkkxGajvR+kWSl+okOU49kuWDbArC90+9J3zLhJxAYRHYoViQtSSn\nEPy+uQFFTWppOiC0ed/fyO4iwSjftL094XaB3WGqHVPk2KweunU6mEyq4yB3BQsy7bOGFcRxdYRW\nPWRBjhhqTA8e2UNpdm8WnfcRqy5aTHVrLc2eFj6qfpa0ezL41dwc5n9QxPnnP8jM417ik4+zueDC\ne7CltfHCs4fzwQeZZGQ0Mm7cAt5+O5duOXtxOptoqi/k5QueY/0P6/h8IbS1ZfObKafwj3H/YVjW\nEdjTPPS55VTkxnq+W9xIZZXE6MO8OJ1QW1HP0TMixxdOFaiHvls3wcSjvPzwo5VFi62B+ScAeWm5\ntHhbSLc6g+rnpGXT6DbxQuBywbW/hhGHQ49SmDIDPlvQnv/CizDmSCXvzLNh375AVnQ+yBKBC8Pv\nT1zYE44+vn37vQ/g6DJIT4fX3oDcQijqCX97FN54C555Ho6fCSccp8g542yFUNfWwvtvQ8U2KC2F\n999RCPKtt0DNPkhPx7Xobeo2v03b9gprAgAAACAASURBVG9MkePaWkXXwoLga+BAcyUATpszrE7k\nIUidrz3li5cSNNk6IVAd44hFTZRLtH6R5OlmRdGvuKHTjkS7/jGMSYpYkE149EZh8BGA8AokiwWE\nt+OOka7l2MCn1m9F9vomucS86p1fpgivayKmcnT2uhAC4HGDMyOKuvEcEC0TdqLbiBKyV2lPklLU\ngizQXBEwJgtxhDIx66qlYywKmm0uuVb5WKzJGfYM7p5yK0IILv3kOo4pnc6B5kquOPwiSnN6M3vR\nH3l/WQ2yR8Yjeah3NZA/7Alueb6I88/fhtMJF110BwUFe/jLX57D5YLW1iwyM+tBSEw7VnGruTat\nngf/cAzLvz+Gy684SGvFmxx8+UWyn8yhuEjm9lvamHlMMCluatnE5u0309C8CoetkAGl91DU7ZTE\nDViCEDrc3YsFmRmC2oNS0K3VIzxk2DLY2RAc/qmurZ5sR1bkhjwe6N0bPpgHD/8NPv4EzjxHWS4Q\nFOur3+3qs89h8IhA1TI9xf0+wV6dFxKHA7KzFB/h1WsUU60QsOQrWLwUTjpRWaXljNPgV5fCKSfD\nf95V1i4XAmpq4N67YUB/uGMOVFXDXx+Dt19TIlps2QpTp0BTM9x7P2JQX1p6STgdvUlzmIsZvWW7\nJRAwSY1dDXuwxGqPSyULshqdYU2ONi5zh8VkJoLBqiOOYeLb6VQLsh9BNmSVNViE5ZqHV5bbV9MT\nimBFdgddbKFWbT14IywWEnUUCD19NOqrZEsR2wneH+yD7IrCxcIMAwvpt0DjT2un2TaSAK/PzSLl\nLcjKOCnxJ5NwLRyyIMeNaz67iY3Vm/nnCY/yY+1WsuxZ1LXW87ejH6DN20adRyFxPTJLePr4R7j9\nxFnIjfU0V9Xz+9+6uOAXLtpq6xFN9cz+3UBm/Hwe5796IjV7P6RufzkDB/7ALQ9/zso1b3Dl9Z+x\n87Ab+Prr1dTtq2HL2kZ+++vgcG2y8LD2h/Mp6PYzph6xgyH9H2HDlqtobt3SSSMUDq9X4Xgej7Ld\n1qb8pqdDYYFMjxLl/u912WhtBZfXTf+cUtZWbaC6pQaAJlcTWw5uZ2TBsMgNZmTAbX+AkhKFKC/8\nAkYMh1EjobkZDhsF992rKDTmcKXO0WUKybVaIS+3/Ryceawib95bit8vwM9PgeuuUb4upjuVOpkZ\n0Mfn/9u7F+TlKW1mZSpyV65WBmHCUcqku9VrlPuk0wmfzIdVa+CbZXDBJbBtOzQ0wH/LofcAxdXi\npt9D994wbgLygd00PHdbVOQYlO6W9g6fsCkj0ye7p2k5QUihazXMB7kjI0vE0l5HRtIwbKqTLckx\nIiUIcjDMEbSw3NCv77LsW01PaJfzk+Wk8mUTwj2+UG9m9Eh4HERV1ajlqM0xvigW0bdkMs9sv0TI\nbwcisOR2EmR3pgVFq2nDQxiPu0a0jcWBDhrTaN0tdtTt5OlVL7Cqci1DnhmHV3j59ee/Z3XVWkYV\nDaf+xt3U37iLX444h+qWavKceWQ6MhHCi1duRQgvQniR5TaE8FLY7RSypBoGZbSQ6RxCZc083Ja+\nlBSexaCio3nzxyVM7nEY3dNkGhpXUtewnLrG5bS0bcfrbQagueUHXO799Cm5FkmS6JYzndysCeyv\nei1CbzoO9/45jYzCHB78axovv6YsW33fQ0r85FkXZFJ2YhYtB3NYcP8fyCrOZfN2N9P6TGZXQwXz\nNn9Aq6eVP371IGOKR0Xnf+wnymkO2LoN/vqQYkXOz4dRIxRie9mlStkxoxUCLMvQvTvkd1MIx1uv\nQf9+cNc98Pw/lXvpqFFw7xzoXgzFxYq8fv1gw0awWsDlhp+dANOmQEOjQoh371aswA88pMhtaVHa\nGj8Ofnk+jB0N/10IX38JO36Eb5TFcli6UFl2+l/Pwo4faVv3OQ1P3EDagCOiIsf19Qo56V4cfM63\nepTJ28UZRebHVY1UtSD7EVOsdUOB+lmxjMUhkhwzUoYgC63taA2nqrKyN5blpsMb09QrcjXz8HqU\nZYqjRWgA6ETfRNQOexoI80G2mfVBhjCrb6hlP56uiATJia5R33GMdsnt9urBVnD/uGhZ/fV2hL4h\n6rWjQL3SUPyIcqATdlxS/MEZA3pklXDxqPMDt/gRBcN45NgHOK7vMeyqr+C4N06nx+NDeW7Ny3iF\nHCi3veIhvlzeg517H2F/9RssWl7Cjj0P47AXsNr9c8ZmrOLr1WOobvgWb+5NHNF9NFZrJq9u+oTL\nRl9JbvaRZGeNwZnWG4tkx+WqorF5PXUNy2lsWodAps21H5e7hpbWnXi8B6lv/D6pY9HqqmDND+ey\n+Lv+LF0xlM3bb0EIbfcDrXjJd81WlrG++Jnb4W4r3G1DutuGuMvK/NoXmN57Mg9Mu4v/W/4EBY8P\n4Lt9K3n1lGejV7S2Fs7/FZTNUFwdDh6EZcvhk08VM/bffZPmNm5UfJeFgB82KxPlhIDe/WHtOti7\nV1ne2e2G//ub4ke8dx+c9wvFPaL2oGISlywK+d2xU8l3OBRLMsDKVfDMc3DnbPD6LLmvvgHP/0tx\nxWhqgjvuVtp98GGYPlVxufBZtdvsdbS6dpOeVkqaPboJdVu2WQLrRKmxt2k/AFaLzpfSSEghC3JU\ncZCTgRQai4Qi4S8ZiUGK+CCbg+I2KEAnsoXA5+5Le5g3pXQkwb6Kfh9I/6a/cqRf0x0Iryc8XiS7\nPSUe9ZrdMdNHjzuw4En0jQqf/ARcBHq6qvdHe8zMtulxh7zo+F4wTF3cPiFRnVchddS6hCmXKki2\nPlryU20MjOH2ulmxfzVjig/ni3PfY8GOcs5572IeO/Yhmt3NXD36Em4qupapkyfR7bF+zFn6IMf0\nnUH/3rPp33u2psyD9OXdulN4/mf/4Js9y+mXlovNYmPJ7q/Z27SfWUNOA8Ai2UhzlJDmUIiREAKv\ntx6rNQubNZsfd95OUbdTaGpZS2PTarIyx1LXoCyZbrE4sFqVZYYtlgyslgwkyR5XbOgfd/wBu62A\nyWM34fEeZNXG06nY/wy9S66KWFdtuZ8z5VbmTLkVUFwvVqyy0i1PUJDuYnzJEay5+DJN8vbld72D\noh955RZ6FV/GoL4PtheSZfjN7xTf4DtvgyuuhnFHKFbfp+YqxPPHH5Wyny4Ap29VQKtVIbUDB8K8\ndxWrcV4eXHeDYg2edaaygEebC/76iGJB3rULBg6AxgbF7eL7FTBlkuKGsWyZcpqPPxL6lsJvbwnu\nzO23wqCBcO0NsPBLmDgVjjlasVgDrPmeVtdu2lwVpKf1xWEvjnyAQtDmgtLe4U+yA81VZNr8c1Ri\n9BONxZ82VUKidXRkiegF0nHGBqO2DPI66VimFEFWk97IjzWBEFKAMPtrBFIxWZD12zL9kA0UNarj\nP9CS4mKRHsPM3iQhWOtQEtaeq/ggq0r713n1TzaMNF6qIUgKNLmSBhlPEH8SXjeSzf+iE49QE29l\nWhPutGQEqRGsk+KDnEhE2We/1TyWVYB+wvhd+R04bU4+Pfsd0mxpzOgzhaKMIj7a+ikXjjyPUwae\nQFO/Jm5ffC+D8vqz8sAaXVle2YtbduORvXhlL5tqNuORPQEXgn+te5VZQ35OpiNTs74kSdhsuWTZ\ncjl86Dts3vF7ftj+WzLSh5CTPQmHrQCHvQCv3IxXbkF2u3BTa9g/hUhn+Yh0uiGRbmrZyKDSP2Ox\nOHBYisnPnUljy7qIY2jk1pKWBsOGyGzYZCG3UvniU9t6kMKM8Pi808a1T+Dzepv4auUwivJPVzek\nRLKoqoY3X4Vrrld8g//vIfjD7YqbxLr1Snzhbdtg5Egl9BpAr55wy+8Ua6/drvgsg2IZLi7mgFTO\njj/X0prnwlElM+xvdeT2HKm4WWzbBgP6wZTJ8NQzis9zjxLFypyTA08+DhV7YPl30KsXXHAe3PQb\nWPYd2KysnD+cBnk9kvQ+7HqftP09OWzQG7S595Ge1g+HPXpXiMZG5beke7j/sUDQO8j/WP1GHwVS\ngCTHHAf5EEmO3Jb/2aw7EbDjSXKnEmRDjqS2sqqJc+jzM0xIe9Tj9tX0DBQItb6F/QqEJCmT2IKs\ne1GSAU2iIlSr6cWAJJGJ6Lirrz9+P+QAQTaQEundIZYuGdZLNhtH6X9aRrsiYeeWng4ROmzGqqx+\ngYlEnhNmUE3QQUz4Ody1LMZq+P2PnTYnJf8YCiiTm9o8bZwy4HhuLr+dCz68kixHJmV9pnLusDP5\nbEe5rrx7v3qIe5a2LzTy8vo3uOnIa5nSeyKtnlbe3DSPd05/yZRuWRkjGTv8w0D6u3UzycuZSrqz\nv24dWXYjixa83mZkuUVFpGtw69ZSYLGkkZN5JHsr/0W6cxAu934qa9+jR+EF6K1aaMbf+/GnHPzr\n3w7WrrNy7NEebnrASlVaNYUZBXz+XxvX35TOrgoLE4708PzcZkr7KDIra9/Dbi8iN1u1vPKNNymu\nEu+9o8QarqpW/Il//Rs4sF9xr8jMgG7dFCtvViZkZ0NdHXzxKcy+U5HjcMCq1YHTtqbPAbaeDCNe\nGkBOZQFtW5bB+MMgfzAcMRbe/0Bx57ruGqhvgH/MVVwtABZ8oYR+s1phxjR48D647jfw10ehtA88\n/SRkzGVQwUOUFJxPS9s2JPCR4/447IURx1ALW7dbsUiELRBS11YPQDdnnkatGIiymggks04ykGg9\nEt6vGF9cYm4rBiLcwSQ5pSzIsSDIuOmH7zjLssAiSTo3Tg12rEGOQ0N3tbcngp/DYc9lExZUCcXy\nGosPcgfAwABJ+abtlA3zPRyFUPyQrQ4QvhW39Cp2NH/RJGCJVMIny6u3WEo05DwKK3GAdEdgzzr9\nL1/6bRKsyIcQD/rmliLf0m6BdXvd/OytWRRnFHJ06TQeP+5hAMoXfUn+sG4c/fqpvHfGq7ry5kyZ\nzZwpitvFusoNNLqbmNDzSECJR1t7ww7TujU2ryPdORCETMWBZ3F7quhRdJFhHYvFjgU7NmuOYTlZ\ndiP7ybOfSHtbKMo/ix933sy3q8cBMt1yysjKHEN943JCz/fQe7wkSUiSDYvF4bNQ27FINrp378at\nN1tZ8EUme/dZ2bc9D7u9mkIhMeuCTJ55oplTT3Jzxz1OfnFRJku/UEyj+6tepTj/TFrb9mCzZWOr\nqFX8ep1OxYdYlhX/4Fm/UEK8bd8OB+sUZSqrIDcHsrKgvh7ZYcdy9nmK5feG6xVXiv79YMAA+OZb\ndlxykH5fDSZnmw12bSAtswRGTFMiUbzimxjpjz6hRloa2G1QWAj79sPvfgPDhsHnnwSX2zQXhMDj\nqaGpZR02Sx6Z6YNjJscAzS3Qq0f4c7aicS9JWV46VmsyxEWwyhcvjX81vUPW5MjtpAhJTglmpmXI\nDds2sCKH0QMfv/BbkGVZ6F+imtzC/6FcCpMbn4ujBvExCvNmSmRyP0mHrUIYXkDpj9sVHMlCaBXC\nBOmLSUmdlxWtNxtVoYiuClEgbDU9HWKs99ah8TIW9sam1S8tuUHkuSMRY5txncNxX5QpCVnIXPjR\nVThtTv6v7D6+2becurY6ctNyqWjdwwVvX8Wjxz7IlN4TI8pyeV00uBsZ3G1gzPrsr3qdvZUvIoSH\n3OzJjB46D4slxkmpIbBY7FgsudjIDewTQvD9+mPoUXQRvbtfR5urgk3bb+BA9ZsMHfAEQngQwo0Q\nHmTZhRBu5MA+N7Ks/Ho8wbbq42fuBeCbZQNoaHRSkLmDHZtr+P7HXgwbIph57HJa2uC3v7bwxFMz\n+Pb7ZfTps4WDDUvoXnA+9U3LcDpKsRTakQ4sQdq1n4xxZ4LTAUKGhYvCO7h5c3B/XW7FfxgUFw2A\nzT/Clq0IZBoGQ8HizXw7G2QHFCxuZOBjj2Dxd0VNECQJCgrg4gvhrttNX0fbKu5ly+47SbOXUJx/\ntuGXgEhoVoKd0LNHuHtFvauBwvT8CBJiJGSp4mMcCw6R5MjtpABJTgmCDMbWSv3S7QW1+I/sFVis\nEl53BHlBPMX3+S6Um6if4Qk1QArlxmqxkPQTMoFkumxov+BxCCw3beRKgE4eURxzM4jGapsgeN3t\nCwMYEvMQaJ24uuTXjDU+Ann2IXrrcaxEVPft5RB00OZp47AXJrGrvgKbxc5xb53B6YNOontmMYXO\nAq5c91vS7U4u/PAqemf3ZEafqYbyVh1YiyRJFEQkKvoYWHoPA0vvibl+tHB7qmloWsnoYe9htaaR\nkT6A3iVXs233fVgkG0g2wKlYjmOwLzjsThx2iRnjJ/Pi/C2UL+rL2NEyGemDEMKFM83NgAEufvyx\nlLz818jKOAy7owjZ2wjIeL1K6DJ6ZFG351MSde92u6sRW85n7w39KC25CSQLu0r/zqbLR9Oz+Apf\nKZ22mr4z1UZx/tk4bIV45VZa27awa9/fKc4/I2adt+2wIhFu55GFQph7ZZkJFddRhIy4yFXc1uND\n0EDqkuSUIch6ZDfYctzue2aG68myrKymR3BooOC6SmvqCBlRq6z3pVujI2rjXkAPr1eJbekxseqf\nZviOkJMkWRZl4f9PwxrsdkGW8afU8EqxKGCmvokyelbeoP1oW5m16gpZ+cxqsYHsQRN6J3akfiWT\nT5oh6D9FpPBEwOsW3EyLu5UVFy1iWMFQnl39Itd//ntyHDk8seKfHNevjFvG38DZ711s+HVHFjIt\n7ha8wsthhSN0y6Ui7LYCHPYS9hx4jj4l1+PxNrC/6lWyMg5LiHz/4Xc6HAw/rJkXa6CoyIbNmhfI\ny8u14/H05mD9Qkp73kRe9mTc7hrstjysVtXExhgf0kLIKNeb8G3LuN3VAPTufh35ucfidldRmHcK\nVbXvkp5WCsg+dxKlrgi0L/tSAoRA0C67PQ0gyMkci9tdRU7mETgKTqeu8Rtq6hbQq/jymPrR0Agl\nxeFjUNlcBUC6Ld3MaMTU9k8XCX5hiIlMduBLS4oipSbphT+r/SRC56Ed4VkuZIHVrh3qOZxnmiQG\nGmQ40tf7cAOgqoCg3Q/Z41ENilHHIrwdqC+EhEQJCGf+5Zt2UDasn7+RKGIhx0vAQomplrho2wi9\nCUSSTXiGoN2K7tIhyLEiCZy1fOk3IVZk/1ubui2tfWZhVDcFSHiKRsvYUbeT59a8jNPmZPxLxwIg\nkMl15PDZjv+yq6GCyqZqPt+xiCZ3E8e9cTqHFY1kbdUGzht+Fs//7B8BWX9f/iSPrXiaA82V9M0p\n5f5pd3La4JM7q2tRQZIkRg1+iS0772Tnnr8iSTbycmYwqPT+QJloF2FRQ13V4RAU92pi585cVq62\nMGqEjN0OdXUS3bp9TZt7H0XdTsNqScea1ktfkEmUf7mYsmlTkaT2Z5P/VExL60Waoyc2a2Yg5F5z\n64/U1M2PKbqEIRIQP7/VZ0jv3SvcvWJXo9nlpbsOCUuID3JnIWqSHONx+Qnx6pSwIEf6eKv3LFNb\nY7UgewVSmoHFWcfiG8bL9SzERMjTUjLAjVX7tPyQ1T5mWoiUry6XFJIckud2g91honw0FnojPfWu\nQCm6NkJFalYVqjwtFwffhse35LarRUe2UG1LkU9gP1KPx0WHVCSjqaaPD6ET9QD2Nx2g79zDOGfI\n6Xx2zjzKF31J2fRp9HlqJFcdfjGHFY1g/vYvaPG0n3f7Gvcz+8t7+M24azh14IlUtVRz/odXsOPK\nNZohzVIROVlHMnbEx5p58ZBjCD78GfZ0+g6u4bN38tn4g7LYxYD+Mlu2WSjp+W+ys08Nthi3KxGX\nDnooKTifiv3/pFvOsUiSjYrKpynMOykhsj2eeuqblpOXNQlJsnGg5j/UNX7N4D4PRC2rYo+Fr761\ncsHlOZxzZhsvPt0Y3JbsoU92L53afvxEmFRSoDaxJUpkNCQ5DqabBNU7AylBkCGUZ+qTBqNnbRjf\nlRUf5EhtxqlsBP0URtxuUVZbj4WyqV5uOoyAmyTKkcokmCSXDe0bvNvdZnK56Uijrr6i/BezhkuH\nrigdC2+kemEnj1CltUixRlve0MVCNBow07YZfeOEoQ9yMghtChiNg5CKpF0Dbq+bX35wBb8a+QvS\nbenUttRSNn1aIH96n8lM7zOF5ftXsLuhnSCvq9qA0+ZkRp8pDO42kCm9J5Jpz2DLwW0pQZDjJbix\nwutV3uU9XvB6JdraID+tkJkn7+eZvw9h61YrYw+XufdBJ2MO9zJ+9F/DhcSpe9k0Y5/xvj1vwe2p\nYdna8VgsToq6nU5pj5viatMPIVxsr7if5tbNSJKVDOcQRg18iXTngMiVQ9DcAvf8OZNBA720tAZf\nSy6vC4DuustLd03m1DnW4yS4W4CJ8zgBbXZxa3JKuViEZgZZWnUesEZGOGW56fZPPAnjiUGt+5UI\n/+RuNkiC8LiR0tIwZBFmFI22M2G+y4H/DE5qjaMmofjfCgEWK4jwz20hjRjI1nJv8I9zSF1dUbEe\n0BByrqFWYIf6mPtPUY96sZBQuRouGWZ93pPN4wzVSBSzjeKC6Ah0AXKsjmTx5HF/ZcGOcr7bv4op\nvSaQbg/26wy9lLtndMcqWTjYWkdBej7zNn+A0+rk8KKRHdgDbXQWOQa4989O7v1zWiD98mu53DHb\nxkkX7+LfzzVw8+xM/vSQk4lHeXj1haZO0VGSbAzu+xcG9/0LCWUXQmC3FXDE8M8SIu7D+Q5ycmRG\nDffS1Bx8PfmXl7ZZtChGF2ZMnYbOsCYniN12YZJsxkEo6RDqX6E9lup9Zu+vsiwizmdT9omg9sOV\n0voVwWmEb5/QKOzPbk8LdRGPt93yaOQXZqbjevVN1Y3Qvgrlm7YTdqTcerGAQxuJFSLkLxFtqI+b\nUXUT7Xpc7aHe1HI0z50odEzCzaV86TfGDcXcpvoC1joP424gMUjx8FBCCC75+FoW7VrKmsp1dHus\nH9cvuJmlFd/wzHsv4pE9tHlaueDDq8h8pCcvr3+dRpdC6GpaatlSt40Hp/+Ryz+9AeffuvPLD69k\n7vF/CyPW/2uYc3sr3oa6oL8/3qbMGZh6TDU/rG5g4fxGHry3NbBISBAScN6Uf7nYZMnUPUfr6yUe\nfTKday9vobAw/Dm7v+kATmuaRs3U7ZMZlC9e2tkqdCASScYTJ6ojkRIE2RwiHCw9TilrLDmt8ZCO\n7r5nRhehS/bD4PEoLhZBMgxIcqyTK5LtoO/xxUKOSIJCiK4pghqDjhHlmGlIpZthceGbpBc6UTG0\nkjDOTioivXqa2a9GB9714hqnrvdQvuazm9hYvZlLRp3Pl+d/TP2NuxhVOII/Lv0zv9k6m3PfvZSq\nlhouHnkee6/ZiFWy8M7m98l+pBcnv302lc1V3LXkfr487yPcv6ti4S8+5LJPfs0qg6WpOwKdaT2O\nhKoWJYLE2NFeZBl2V5iwriQNCW4rwbrf+ad0pk9xMWa0F7s9XLaMMOF/3ElI4XPwJ40OJcmJaSx1\nCLIJo6nutorAhIrxx0JWNyLM3nwiWP6EVlk9GUYky+NVYuiGcalIBLAjSLJ2+SAfZD/crpCJen4Z\nEZpIJDrl3udrVHc1PbNi1MqbfbuKpR0NH+Qu88yI0qqX8PMr+QPlX3J6TdV6Hv3+aUY+N4nsR3rT\nM6sHJZndsVltvPPjewgEf/r6Ybo91o+KBmWp4bnHP0Lf3FIe+OavTOx5JEd0HwPAkSVjmdBjHAsM\nlqZONlKZHKfb0jnYpqx8Z7crURl2V1hw+xfnSKDukXyQU/1iXLnayvwFds4/u5XhQ2REiOtbg0uZ\nrJfv7JZcRTrhfOqyESwOISakzCS9UAj0XDT9O7UyBaF+joqbRfjbhF5UCyEp7aqjsAUm14X6x6p+\nA82qZJh+ifF6lYVCNEN1aCkaJ8xM7IsF6lBv/ibUUR4C7avqxN28xnHpSKjbDHWxiEqhTu5HV0Cs\n46J/M4lRjyRckypoRbIA5bP1c2te5uQBJ7CheiPHlM7g0WMf5Kb/3sb87V+wq76CDdU/cN/UOxj8\nzDhqWw+y6sAaRhcfxor9q/iy4iuuG3uFRovJRyqTY4CijAJ21u8OpHv3EuzZCytWWTlqXILDNhoi\ntS3HAAsX29i128qFV+ZitUJjkzLhccMmK8sW1gWWl9Z67iYMsfYrxc9DfSRB7y47FmYRv/NzyhFk\nTdqreh7pbWtLEQivjGSRNMsaP+dUFl+JIOKt+6jVyzDzbPZ4lFBvsjdCwVDZcT6sTYWLC+9AcBxk\nH9wuyMgijOwFbwRPBozclAmIkHqdxC5lgbIqou84mj4uHc+Iy5d8TdmUyMsUpxyE77+IY6vxUmZ0\nY4laDzPXTeLgj2Zx4chz2bh1MwdFPdUtNVz00dX8e8ObgXJ/+vov1LvqATht0EmcOe9CDjRXUZxR\nyG0TfsexfWdoklVJkvAvxKT+NUIsdToVBrrlp+Wxk93IsheLxQpCMOZwL9+vsFCxR6JXz8T1yx8H\nWUPBhLWhiEuOvJNPcDF4oIdxY5Rn1cOPprNjp5UnH1Esx3Vt9XRz5iW27RAdOqxeCDonDnKKnxcp\njfjuzylHkIEoDW/KQ05dRf3ckyOFetN8RoZbosN08/2aM3LrdCjI+ugL9dbmSXSoDXOI+MA3cVDC\nYiEbNqixL1F9VBNmvYOUJPj9kP2xkI3aDjpp1eWSoLChyP8Rk3WyvsYk+doMjWbxq1euZm/LPhrd\njVww4hf0zurF3NXPk+/sxn1T7+SLXYuQJIkT+h/Lcz97wmQ3hOZvout0CkzolWZLAyGCyJ3DLujV\nU2bXbgvFRV5zUSxjVzKBopJLqKqqJYYMlOnuWz0vK0uQni4oyBcIIRAIemWVJFYHDT2SVidlcMhq\n3NlIHR9kDagPpZ7/cXvB4J3+MnJgkp7w7YtwggQ7N2v/qguERa7QkWfYrACvp32xkFijUCQCJtvR\n9UEOTFIzGBP9xqMs31kyDeBxKf7kCVMjEfqLsO2yyRPCj3XK3js78XowgyTqIoTgsk+up7K5irdP\nexGrxUr/vn0pTi+kuqWGHpndAritmgAAIABJREFUOXfYmdwx6Ra21e3g+s9voX9uX7IdWfTO7pk0\nvboMojg2AhGYqOdHn94CixVWrLbq1IoewdbjWO6TBkjydVGxR6EMAwe0h/K8+9YW/jVXsR77xy/T\nrrGwSjxIkeu9S/sgp8gYdiWkNEHWRztjDX/0q/IEyF4ZS0gs5GAZJjlsSPNhE/38+/yE2XQoL18Z\nj0ebWAUVTdAJHikSRqzt6E3SMxt1w8wLjG49g3RHMj+PG6x6VnQtPULPo650E0shXTXHrQOJdZLk\n+qNZvHfGq4qVE8VgXZrTmw01P3CguZLB3Qawr2k/E3seSeX1Wzhz8Kl4ZC+jCocnRacugyiPidPm\npLb1YNj+0aO8eD2waLGVY0/OolvvXIaMyWHe+0k1KacGQsZwV4VEYX54WLdAfsMeLAn/+hXjtdWl\n7qWhSO5XgE5BCqgQLVKGIEc9dhFJkW+3LIe5WMR0rgjdRBxQkXSPJ3i56WiUjMbiHGY1NChnQDTL\nN+0I2xfwn1a9kIR9Bgj6I/hPs1KiEPoqpfNWFKpHRN4V8uXC40KKJ5JFhKb1h8aENVi1TzsOciLw\nU3DVSI07uT+axarKtZT8YyjZj/Qi+5FefLFhEXarnVdPfpa7ltxH8T8Gs3DXEl45+Vl21u/iqk9/\nw43jriY3Lbezu9ClUJxRqOkmkpYGxUWCCy/P5OQT3dTsqmPuo81ceEUmm3+M/hHaHgc5xUlQiDwt\n63EoXLKLHslwr0gR/G/FQf4p3MvjQ8oQZCCYs0R4wKvLqI3CodW8Ho04yAlGRM6i+RuivD/UW8xK\nmCDJMflwhfzpHhi/JVxlRY7YnJGV3aQFPlKRMMJrpoL/K0CkdkJPSHwuFmb9sCNDX1v/+aOhg4na\nidYmeW0mGbrnQ+f3wx/Novm3e2n4zW5+N/56mtzNfHVwGS+vf4OT3zmHXwybxZ5rNtDmbWPUC5OY\n+O/jmNxrAvdOub2z1e9cxHCvK3Dm+6qG121pheoaC1Mne5AkOHq6hykTPbz0WqzXeoqTYw3sqpAo\nKtC3Hru9Sky8koxiHQmxPH86/zpMCrpEv7qCjslFak7S04FAI1pTpDR0yBy34AYxWFXXf9JJQXsk\nj6d9Nb1ARoIUj3nGvdZgKj9lQ/pql3e7lFjAbW1RvICGj0l4HoQtNa1XxaiZsHMlhGCGLB+tv61z\nkD2u+GIhhyoc1obhyRWsZFB/gzsfFgc5Hh2DlOmCVgfd60zj/O9EzJkymzlTZoMIj+S+8iKzq7P9\nDyBG8uF3YalrqyfPGW59t1igqkpi126JPr0Fsgzr1kfvm1w2bUpM+nUYNMbPbz0e0F/feryv+QAA\ndqvW/e+nQY4T4oOcgv3SRvxh0ro6OpUgB3hb4D+zFQl+/odwhtDnnfDKyt1Nbj/YYWUSwUV1nqft\nu1UFQsv6VtOL65EcfSw7E2W0NPJbL0P2S6j8kI1Ir4EeRuWlGGTqN2ZOVphKEeol2IIcaFFox/MO\nFDAi7Zplo9UgdUPWRQ3N64QoYzd2EjTIcdd54HYNVLVUhxHkoYNliotl/rvIRnMTLP8eFi2xccwM\nN51KIpLsVuFHJOsxwN7GfdgtoeT4p0GME4Iu16+upm/ikVIuFlEdjtDCBpVlWWDxxULWQwIDjAVv\n+3cYzQQUKIuFWK3aD8CgshFGKSkXYbhMxQc5xA1CoDFRT0MfofMXlmleH+OyGn9G54/uV3cRoYxQ\nopFYrEn5ZCHCEkIrJ6SS9gkXuw9ypLFPITIZFTTOCXVeCmHhIpW1uMs9dFMbDquDmtbwRVrsdvjP\nq40s+87G5ddncv9f0jnlRBe9eupbVPXQ7oMcB8xOfI5WpgbMWI9BWV66NGh56Z8eOY7ZBznF+6WN\nrnovTxxSgiCHP/j106FlzXCZ4OWmTeiQCIQRvkjtiKBIFnHpE2u8yJgvYhXxdGtZUEVwsajlRmhT\nk1RrkHfdZtTEWYdEG5FjEbLT606wFbl9/ISmAoR3vdNIXVd8EPjRNUhy6mjy04PeRD2Aw0bKlH/S\nwCfzGvj9TS1s2GRl5PAoF3ZKVRjc+81Yj5vcTQAUphf4BSZUhy6NLtuvrqp34pASBDkiIpDkwGZo\nOV9almUkX2QFw3jKCUcka6//P1+MZpUVuT1biwwlwXoQUXbwPs04yADutvBQb4Jg4hm9UiGyDP7U\n5Y24dZAwvTJq0hyFqu5E+iET1q/QbuoUNtwVvQ9yGAPv2ohpcp5BXgdOciib7ouj22UfvKmLgnT9\niXpr1llobYXcHMEX5Xbq6yWuubwt6ja0V9GLAh1kOQbYXWHOeryncZ9qeemf7nnZpeMgdza6oEE6\ndQhymNVLBP/vJ1lmSYE619CCrNGmDhcIs96J8DLGioSWD6loJhZykDyhT2iTQqJNEFyXVizkDoTm\nWGhtJ/EmrumHbEDaU+p5EgMRjjTmpuRFenNNqUGKCim7wtwhhMFpcwJQ72oIy3vpVQe9huQxoSyX\nnbst/P0vTazfmLgFRDoFEc7N3XsiW48BaloPkpuWkzQ9Ol1eh7b1E71fdMFupQxBDuWOar4cNq4h\n3M/IKiyE3wc5UlfDj54IS+kRdEMxxh1Q5+kRZFOLbOhZQmMkyqFVQg5M+abt2vU0FwvpBOh2OVYr\ndhRNe1xIplwsOu+Okbw4yBB84RqR5y54x4wRiSTJ5YsW8780dp2B0BX1QPDQn1qo3nmQ+n21fPh2\nI8cd46GtDerqojONxeyDnMwvhxowaz1uX166BzGdlylDjiPXC/NBThVynCp6dJC4jkLKEOR2aFuw\nItFX/X3KanqmYiEL7We35sNNk9FH1sXoRBEeD5KfIGsx/Xgm6BlZmw1lYtBXrXGRQZbDQ9Z1JPQs\nxqYtnXEizILcQe3GhTgV0n1Bi6adSFbkro1DluSuAZvVRnWLeqKe9nHLzobMTNj4g6Xz3fWiFhf5\nWWDWelzbdhAQZDtiWF46JchxjEaTVCGlCdUjCQakLnzb61SCLHz/wkbQ8POsijSrLFTBVuTgskaT\n9CKfWyJ8M64DbmCFDl1NT7N6hBtbvEQ6qJx+VnscZI1CnWlFNjx3OgimfJA7965h7IMc4xcLoZMw\nPN80vqToqtGF77Q+CCHiIMpKvYAPctD+Q3+J+uueUYgQXtU+fYwaoUzS27BJvXqoMPwrmzolYpnw\nP0M1whFJXgSEW4/1x2tX/W4s0VKJmL9sxtcvDYFRlS6bOjmOthKnh1Il0XokuE+RL58OQOj5Gh1S\nyoIsAr9ClRZh+ca1dXKFyXk0QqWDxsknwhL+chEOhJZ6IuQ31MUiEhE2QqSbRsSLy+ghEqJ3KLQm\n6iUbWsMuQHVAOw6ekBeE0OPcpSyJ0ehq9kEe6byLVl7XQ+KsyT/RAepEGK2oFwpJgiGDZOrrJZoa\nk0GcYkACdAi2HhvLa/G2UpxRaF54PMQ4oYhRj4TrkCp6pK642BC/EilBkEOJcOSyqrQwsy0QXhnJ\nqt1d/41Qi4qHcZqgHSEP8EhdCFJKI1/LB9mI6Jq9aSThTbP8hx1B6SCkgh+yMHHjSdZF7PWAZMXU\ntN1OupFo+yAnSBkRthF+/oW/aZqQl8KI4fqKlSSXLzq0al4ykW5PB6BBY6KeFrp1E9isgnUbzE3Y\nS0gcZD0kghwHWY+N5XlkDwA9s0rMCU+FFwggVlIadRxkM1/PYtAjsfgpkuPEICUIshG0v+SGstXg\nXC34FwsJLqHaUj3Ug9rUFGfygR7tieKVFZOE7oppcZ55eiQ7Lpka+9QEWXf8om3XyJoeZToeGFmp\n1fD4YyHHqkxH3WX02jH54pXwdmMtFyU6dO35xEL6KT2BUhhVLTWmyx4xxossw5atKf9IjYjdeySK\nCyP7HgPsb64ElAVWkoZUJ4QdiZR5wUh1JGacUuZqDjPQauRFIyd0W/aK9ol6sXKzEKukKSNYtOTN\nHwtZV5ckXCAxyCwbUqqqH5Lp98GNKFaoxjQCaRbR6GmG3MWxr10h/QKeaGMha1j5tch3XIe/vXL0\ncZCjbyPpVeO5Frrwg2ZGwAe56/Yh1bGzYTfnfnAZ3R7vz5BnxzNv84f6hYXAYlEsrgeqJFpbjWXH\nHQfZQI944bce9+8X2XoMUNGwF6tkMtRdSlxz8Vlto4qDnAzrcSxIiYmQhgI7sK3okDIEORJMn2pC\n+wuv7JWDJuppznvQqRu2Q4PFq+tpGxVNWp09nuRGgIjZJ9mEXD9fdLWBPQ1TpBdVsQAJDqkX9iai\nl+dHkqyDobrpvuwI8LRFsZpeKAlOhQdJrIhj7OM9bJrjpjOWXdqCzCFunER4ZA+3LvojU3tOoOa6\nrcw97q9c+PE1bK7dEl5Ydc4VFwmsVli9thNiIyfontFuPTYnT0YOWV5aB7HqlwqT0Dpg8p85kTHI\nPESO40JKEmQtK3KkCnpcxf+rGQtZBNEdleuGLx3GenX0iqRoNMfZ74dsxC2TeeKYJMrlP+zUzwzz\nQdawEkd64/GTZVMW3FBSHef4BN5wtGSb0QeE24UU5odthsAJ7e0wJ/j4UL7064TICUc8L1mJ0yJy\nW51/840aPpX/e8gHOanYWLOZypZqzh16BgBHl05jSs+jeGn9G8EFNc6hI0YrrhbfLLPy83OyKezb\njZ6D/5+99w637LrqBH/73hfrVVZVKUtWsqwcrCzZeibZfPbYZhjA5DCEhu9jmKZhaA+D6TTQDHzQ\n0DShCU0OBhMM2AZD+8lSKZWVLFlWsLJKkqVS5Xrv3XTW/HHSzunsc+8tqVbVfeecvVfa6ey111ln\nn2344R/bgFHxVeqkMcgJ3y+pvcd+n89eG64BAHa6XtCbipfy0hjHXjHIXvNWoA4njOOJwAQ3q62r\nh3HXsl+HHPlaXA2Ray9kLS0AZfuLMr84CuhSnpmpQThRYSB3xTzYyYOh7Hw2LxrfQb29bUVBhoM8\nTMQWS61k2b50aOKjyyI4133ajibrxOydjwDwXhZiYv6wDywsBfYBjUAjmWs0hEBKXhP0IANFv2Vu\nXse7B5mHKZlM3jBQ1Of+9f040juCzfObkFGGL+z7orOuZ2aAs87M8K3/+0acfWaGl54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QeZhCNp85wMCFzlkMBrNCR0OoVZITG0OmJ9ZcvIOo+jyZjjT4cDdScLmxeZT7etyMdxg+ZF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\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G3csKsC9QD7IlKBBgYX8fWBwykCEBRwiL+1Zz0PzqEnjfB1MQXT2n4Ro0hEW+qXsrX9M4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\npJFGEjQC5JFGGmmkkUYaaaSRRhL0/wO0xFf4P4ZutQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107a66240>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.datasets import load_digits\n",
      "from sklearn.utils import shuffle\n",
      "from sklearn.preprocessing import MinMaxScaler\n",
      "from sklearn.preprocessing import LabelBinarizer\n",
      "\n",
      "digits = load_digits()\n",
      "X, y = shuffle(digits.data, digits.target, random_state=0)\n",
      "X = MinMaxScaler().fit_transform(X)\n",
      "Y = LabelBinarizer(neg_label=-1, pos_label=1).fit_transform(y)\n",
      "\n",
      "\n",
      "class NN(object):\n",
      "    \n",
      "    def __init__(self, n_nodes=(64, 100, 100, 100, 10), batch_size=100, seed=1):\n",
      "        rng = np.random.RandomState(seed)\n",
      "        self.weights = []\n",
      "        self.intercepts = []\n",
      "        self.activations = []\n",
      "        for i in range(len(n_nodes) - 1):\n",
      "            self.weights.append(rng.randn(n_nodes[i], n_nodes[i + 1]))\n",
      "            self.intercepts.append(rng.randn(n_nodes[i + 1]) + 0.01)\n",
      "            self.activations.append(np.empty(shape=(batch_size, n_nodes[i + 1]), dtype=np.float64))\n",
      "    \n",
      "    def forward(self, data):\n",
      "        for i, activation in enumerate(self.activations):\n",
      "            data = np.dot(data, self.weights[i])\n",
      "            data += self.intercepts[i]\n",
      "            np.clip(data, 0, np.finfo(data.dtype).max, out=data)  # inplace relu\n",
      "            activation[:] = data\n",
      "        return data\n",
      "    \n",
      "    def loss(self, data, target):\n",
      "        \"\"\"OvA squared hinge loss\"\"\"\n",
      "        predicted = self.forward(data)\n",
      "        # target is expected to be binarized in range {-1, 1}\n",
      "        return np.clip(1 - predicted * target, 0, np.finfo(data.dtype).max) ** 2\n",
      "        \n",
      "nn = NN(batch_size=3)\n",
      "nn.forward(X[:3])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "array([[    0.        ,   627.64539123,     0.        ,   892.07000028,\n",
        "            0.        ,     0.        ,   797.73018565,     0.        ,\n",
        "         1719.56396912,     0.        ],\n",
        "       [    0.        ,   855.95058061,     0.        ,   324.41462942,\n",
        "            0.        ,     0.        ,   563.53507541,     0.        ,\n",
        "          529.90421564,     0.        ],\n",
        "       [    0.        ,   862.76249815,     0.        ,  1243.34652193,\n",
        "            0.        ,     0.        ,  1127.12543415,     0.        ,\n",
        "         1921.21407034,     0.        ]])"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nn.loss(X[:3], Y[:3])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "array([[  1.00000000e+00,   3.95195028e+05,   1.00000000e+00,\n",
        "          7.97574025e+05,   1.00000000e+00,   1.00000000e+00,\n",
        "          6.37969909e+05,   1.00000000e+00,   2.96034037e+06,\n",
        "          1.00000000e+00],\n",
        "       [  1.00000000e+00,   7.34364298e+05,   1.00000000e+00,\n",
        "          1.05894681e+05,   1.00000000e+00,   1.00000000e+00,\n",
        "          3.18699851e+05,   1.00000000e+00,   0.00000000e+00,\n",
        "          1.00000000e+00],\n",
        "       [  1.00000000e+00,   7.46085653e+05,   1.00000000e+00,\n",
        "          1.54839827e+06,   1.00000000e+00,   1.00000000e+00,\n",
        "          1.27266700e+06,   1.00000000e+00,   3.69490693e+06,\n",
        "          1.00000000e+00]])"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def loss(nn, data, target, w_x, w_y, x_idx=(1, 0, 0), y_idx=(3, 1, 1)):\n",
      "    results = []\n",
      "    for w_x_i, w_y_i in zip(w_x.ravel(), w_y.ravel()):\n",
      "        nn.weights[x_idx[0]][x_idx[1:2]] = w_x_i\n",
      "        nn.weights[y_idx[0]][y_idx[1:2]] = w_y_i\n",
      "        results.append(nn.loss(data, target).sum())\n",
      "    return np.array(results).reshape(w_x.shape)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.cross_validation import train_test_split\n",
      "\n",
      "batch_size = 30\n",
      "nn = NN(batch_size=batch_size)\n",
      "\n",
      "radius = 50\n",
      "resolution = 20\n",
      "w_x_space = np.linspace(-radius, radius, resolution)\n",
      "w_y_space = np.linspace(-radius, radius, resolution)\n",
      "\n",
      "w_xx, w_yy = np.meshgrid(w_x_space, w_y_space)\n",
      "extent = [min(w_x_space), max(w_x_space), min(w_y_space), max(w_y_space)]\n",
      "\n",
      "plt.figure(figsize=(16, 4))\n",
      "n_plots = 8\n",
      "for i in range(n_plots):\n",
      "    plt.subplot(1, n_plots, i + 1)\n",
      "    X_batch, _, Y_batch, _ = train_test_split(X, Y, train_size=batch_size,\n",
      "                                              random_state=i)\n",
      "    plt.grid()\n",
      "    objective = loss(nn, X_batch, Y_batch, w_xx, w_yy)\n",
      "    plt.imshow(objective, extent=extent, cmap=plt.cm.Reds, origin='lower')\n",
      "    plt.contour(objective, extent=extent, cmap=plt.cm.Reds)\n",
      "    ax = plt.gca()\n",
      "    ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
      "    ax.yaxis.set_major_formatter(plt.NullFormatter())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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60VLSK2QM+7Foi5hWGEMYKtAafFu428GAMfz63Wh+hy/QKYvSsJFWPe6MkRmT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\nVgPexcaiAYe6oIDzbepJPkOgDUtz9JAPPozrnVoM8FhIhioAzTgRKNp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WwGykxs6PG9WP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\nLCxysI1FCwsLCwsLCwsLCwsLixz+H19U1pPg+riCAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107027780>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}